{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘图函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化统计关系\n",
    "\n",
    "统计分析是了解数据集中的变量是如何相互关联以及这些关系是如何依赖于其他变量的过程。可视化则是此过程的核心组成部分，因为当正确可视化数据时，人类视觉系统可以看到指示关系的趋势和模式。\n",
    "\n",
    "在本教程中，我们将讨论三个基本功能。第一个是我们最常使用的**```relplot()```**，这是一种图形级函数，可使用两种常用的方法可视化统计关系：散点图和线型图：\n",
    "\n",
    "- **scatterplot()** （kind='scatter'；默认值）\n",
    "- **lineplot()** （kind='line'）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style='darkgrid')\n",
    "sns.set(font='SimHei')  # 解决Seaborn中文显示的问题\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决保存图像是负号'-'显示为方块"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图\n",
    "\n",
    "散点图是统计可视化的的主要支柱。它描述了两个变量的联合分布，其中每一个点代表数据集中的观测值。这种描述使眼睛可以推断出有关它们之间是否存在任何有意义关系的大量信息。\n",
    "\n",
    "绘制**散点图**有多种方法。当两个变量都是数字时，应使用最基本的**scatterplot()**函数。也可以使用**relplot()**，默认**kind='scatter'**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9edfe5ef88>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = pd.read_csv('../dataset/tips.csv')\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在二维散点图的基础上，可以通过**hue**参数传入第三个分类变量，它将通过改变原散点的颜色来表示不同的分类值。在seaborn中，这被称为“色调语义”。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee7ed1ac8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAFcCAYAAACKk7oGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeXxU1f3/8de5y8xkJwkhCUtYIgIRxAU3XFGr4r6USt3autWqbdXW1qX96bd++62tbf1qtVr9WqvWpXVf0brvgICg7LssCSEJWSbJLHc5vz8GBkICJCHJhPB5Ph4+2hxm5p47y33fc8+55yittUYIIYRIESPVFRBCCLF3kyASQgiRUhJEQgghUkqCSAghREpJEAkhhEgpCSIhhBApZaW6Ah1VU9OI7/edEee5uenU1januhrdpq/vH/T9fezr+wddt48FBVldUJu9j7SIUsyyzFRXoVv19f2Dvr+PfX3/YO/Yx95MgkgIIURKSRAJIYRIKQkiIYQQKSVBJIQQIqUkiIQQQqSUBJEQQoiUkiASQgiRUhJEQgghUmqPm1lBCCG6i1IQtDSmH8dTNjHPRNYO7X7d3iJyHIcrrriCGTNmAFBRUcH555/P+eefz5NPPtndmxdCiHZRSpFtO0Q+fYrqZ26j+aN/kGVFMQyV6qr1ed0aRK7rcvXVV1NRUZEs+9WvfsXVV1/NM888w9tvv015eXl3VkEIIdolzXSoeeN+Gue+jVu7gab5H1H1/J2kG7FUV63P6/YW0R133MHYsWMB8DyPRYsWceyxx6KU4sgjj2TmzJndXQUhhNglS7lEVs5tURbfsApDuymq0d6jW/uILMuiqKgo+XckEqGwsDD5d3Z2Nhs3buzQa+bnZ3ZZ/XqLvj5jb1/fP+j7+9jX9w/AtCyM9Gz85oZkmbICmLZNQV7f3/9U6tHBCmlpacTj8eTfTU1NHe4I7GvLQBQUZFFVFU51NbpNX98/6Pv72Nf3DxL72OjY5J9yJVUv/hm0DyjyTvwBza5FrJ37vzcEdnfo0SAyTZOcnBwqKiooLi5mwYIFHH/88T1ZBSGEaJPjaozCMQz60f24tRuw+g0grkJEXRms0N16fPj2pZdeyrXXXsuBBx7I/Pnz+c1vftPTVRBCiDbFPJMYaRg5I/C9vnPlpbdTOgWD5FesWMGCBQs49thjycnJ6dBz5dLcnqWv7x/0/X3s6/sHXbePcmmuc1JyQ2tpaSmlpaWp2LQQQoheRqb4EUIIkVISREIIIVJKgkgIIURKSRAJIYRIKQkiIYQQKSVBJIQQIqUkiIQQQqSUBJEQQoiUkiASQgiRUhJEQgghUkqCSAghREpJEAkhhEgpCSIhhBApJUEkhBAipSSIhBBCpJQEkRBCiJSSIBJCCJFSEkRCCCFSSoJICCFESkkQCSGESCkJIiFEn6SUwrIMlFKprorYBQkiIUSfo0yDcMxjxqKN1EddMOVQ15tZqa6AEEJ0JcMy+WDuev7x2sJk2SWnjuH4gwbhu34KayZ2RE4ThBB9iq/h6beWtCh75j9L8HSKKiR2SYJICNGnaDRx12tRFnd9tARRryVBJIToUxRwWFlRi7JDygoxZMxCryV9REKIPkX5Pleduz8jS3KZu7SK8SP7c+IhJWjXRRpFvZMEkRCiT9EatOPyrYMHMemgQViGwnXcVFdL7IQEkRCiT3I3j5DbrrtI9ELSRySEECKlJIiEEEKklASREEKIlJIgEkIIkVISREIIIVJKgkgIIURKSRAJIYRIKQkiIYQQKSVBJIQQIqUkiIQQQqSUBJEQQoiUkiASQgiRUhJEQgghUkqCSAghREpJEAkhhEgpCSIhhBApJUEkhBAipSSIhBBCpJQEkRBCiJSSIBJCCJFSEkRCCCFSSoJICCFESkkQCSGESCmrpzdYWVnJLbfcQjweB+APf/gDxcXFPV0NIYQQvUSPt4gee+wxzjjjDJ544gnOP/98HnrooZ6ughBCiF6kx4MoPz+fpUuXEolEmDdvHiNGjOjpKgghhOhFlNZa9+QGy8vLufXWWzniiCNYuHAhN9xwAyUlJT1ZBSGEEL1IjwfRLbfcwiWXXMLo0aNpaGjgqquu4qmnnmr382tqGvH9Hq1ytyooyKKqKpzqanSbvr5/0Pf3sa/vH3TdPhYUZHVBbfY+PX5prrGxkQULFgAwffp0lFI9XQUhhBC9SI8H0dVXX82TTz7J+PHjufvuu7nhhht6ugpCCCF6kR4fvj169GheeOGFnt6sEEKIXkpuaBVCCJFSEkRCCCFSSoJICCFESkkQCSGESCkJIiEEAEoBpknE0zTEPLBMTFNurxDdr8dHzQkheinT5J5nvmTe8moAivtn8NurJqa4UmJvIC0iIQSmabCqvCEZQgAV1U28+flqPN9PXcXEXkGCSAiBYSjWbGw9xc2aykZcV4JIdC8JIiEErutxyJhCtp9x68RDhhAMyBV80b0kiIQQaA1pAZP/d9nhDCvOpig/navOHUfpoJxUV03sBeRURwiR4PnsU5zFr39wKBoImOA6XqprJfYCEkRCiCTH8VCAAqRrSPQUuTQnhBAipSSIhBBCpJQEkRBCiJSSIBJCCJFSEkRCCCFSSoJICCFESkkQCSGESCkJIiGEECklQSSEECKlJIiEEEKklASREEKIlJIgEkIIkVISREIIIVJKgkgIIURKSRAJIYRIKQkiIYQQKSVBJIQQIqUkiIQQfZJpGliWHOL2BPIpCdGL2bZJIGCiVKprsucwDIWyTJZXhPliSRW+YWCa8gb2ZlaqKyCEaM00DXyl+GT+BsLNcY49cDABE7SnU121Xk8bBv/1yAxWVzQAELRN/vTTY8gMGPi+vH+9kbSIhOiFfKX4+V8+5m8vfs1Tby3hmrvepynmYxhyZr8zhqFYt7ExGUIAMcfjqbcWg7x3vZYEkRC9jGUZzF9ZQ019NFnmej7PvrsMZchPdmeUUjRGnFbljVEH7aegQqJd5FstRC/ktXEJyfU8kJP6nfI8n1FDc8kItex1OPuYUkw52vVa0kckRC/juj7779OfrHSbcHPi7N5QcN6kkWhPTut3xdQ+f77uWJ57bxm14RhnHDWckgGZuK68d72VBJHo9UzTQCl67EBiGArTNHBdH61T07ltas3d1x/Lm5+vJtzscNqRw8kKWfgSRLvkeZqAUlx00ii01igSLSXRe0kQiV7LMBSZVpx4xTL85jA5I8bTrEM4bvdtM8N2IFxNvGI5mSX74QWzaXZ7/mfieT4GcPZRw4FECEsItZ/WGs/1Ul0N0U4SRKLXyrTibHz6dpya9QAoO0jxpXfhGTndMgw3zfJomvkS4S9eT5bln3IlgdKJxFv3f/eIeFwOpqLvk+470SuZpkG8cmUyhAC0E6P+k+cImN3TMrBxCM+a1qKs9oMnCRLvlu0JIRIkiESvpBToaFOrcj/WiOqucbjaZ/sxvn48JgPVhOhmEkSiV3Jdn1DJfqhAWovy7EPPJK7tbtmmp2xCQ8palGWNP564XMEWolvJL0z0Wk06yMBL76L+8xfxIw1kH3IGfs4gvG4aPdfsBeh/1vU0fvUesXWLSBs5gbSRh9MQl/M1IbqTBJHotVwXwiqLtKMuBjRR3+y2EILESKv6uE1g3Clkjj0RT9k0xGWkmhDdTYJI9Gpaa6IOJKYU6JlQiDsaMHtse0Ls7eSagxBCiJSSIBJCCJFSEkRCCCFSSoJICCFESkkQCSGESCkJIiGEECklQSSEECKlUhZEL7zwArfeemuqNi9EapgGvmlQF3HBMjFk2VAhUnND69q1a3n00Ud5+umnU7F5IVJCmQaffF3B319dgNaQFrT47x8eQUF2UFYPFXu1Hj8d832fG2+8kX322YeXXnqJ2tranq6CEB1iGAplGviGwrI7/5PxUTz62kK2LPoaibn85dl5OJJBYi/X4y2il19+GaUUN910E2vXruV73/seL730EobRvh94fn5mN9ew5xUUZKW6Ct1qT94/z9dsqGni4Ze/oqKqiWMPHMRpR40gJzPY4nHt2cf1GxtbLehXXtWIbZvkZmd0ab272p78GbbX3rCPvVWPB9HXX3/NlClTKCwspLCwkEAgwJo1axg2bFi7nl9T0/rHvCcrKMiiqiqc6mp0m57YP9M00AoUCt/z0boLvx+WyS/+8jENTYnF8Z5+eylx1+esI4fjbl6Kur37GLBNcrOC1IZjybLDxxXje16v/g709e8odN0+Sph1To9fmistLWXFihUAVFdXs2HDBoqKinq6GqKPUKbBmuom7n/+ax5/azExHwyza5ayUwpqG6LJENriwy/XEe/EyZCpNb+9aiJjS/PJyQxwwiEl/OD0MrQn1+bE3q3HW0TnnXcev/rVr5g6dSp1dXXceOONhEKhnq6G6AMsy2D1xkb+30PTk2WffVXBfT+fhMLb7dfXGjLTA63KC/qld+oMzvN8MgIGN0w9EF+DZYB2PbqyASfEnqjHgygUCvHHP/6xpzcr+iBPw4sfrmhRFom5LFxVw/gReV0yEs02FadOHMYbn60GIBQwufLscZiKTkWd52lAYwC+NISEAGQ9IrEHU0qRlda6xZKZbnddP5Hn8+1J+3D6kcPZ1BBjYEEGhtZ4cjlNiC4jd9OJPZfvM/Vb+xIMmMmikqIshhVlb255dBHPJ2QqBuengevhSwgJ0aWkRSR6PaUSI84A4s7WUXG+r0kPmPz1xknMW1ZNdkaA0kE5KN+nO7pd+tJoTSF6Ewki0avZJqTRRHj6G2jPIeuQ04iZWcS9RGPe93wUMGHf/mgNnut1SwgJIbpPu4MoFouxatUqDMNg2LBhBAKtr80L0dXSVITyh3+GdqIAhOe9x8DL/4Sj+rXoB0rlFDnNUQdtGmgS17qV78tIOCE6oF1B9P7773PLLbfQv39/fN+nvr6e//mf/+GYY47p7vqJvVggYNI8/5NkCAHgu4RnvUFw4kXE4rs/RHt3Kcvk8TcWMe3z1WitOXL/gVx+5li046a6akLsMdoVRHfccQePPvooo0ePBmDhwoVce+21vPfee91aObF30xow7VblyrJ7xeU30zRYXRnm9U9XJcs+mVfOQaMGcMioAhwn9UEpxJ6gXaPmQqEQgwcPTv49ePBg0tPTu61SQgA4jkfG6CMw0rZOm6LsEFkHn9orDvKmafD1ippW5XOXVUHXTO4gxF6hXS2ikpISzjnnHE488US01rzzzjuUlZVx3333AXDttdd2ayXF3qvRDzHwsj/StHg6eC4ZYybSrNN6RR+M63ocNKqA595b1qL8kDGFaBnhLUS7tSuIxo4dy9ixY5N/n3322d1WISG25Xmaei+IPep4AOp7QUtoC9/XFOdlcP6J+/LiB8vxfM1Jh5UwrjQftxfVU4jOOv7443ukC6ZdQSQtHpFqveFSXFu05zHlhJGcdFgJACbg99K6CtFbyX1EQuymYMBCeREA5Iqc6E1isRg33HADdXV1eJ7H5MmTmTZtGvF4nNLSUlatWsVhhx3GDTfcwO23387y5cuxLIvbb7+d0tLS5Ou88cYbvPrqq9xzzz0opbjttttYs2YNAL///e8ZNGgQL7zwAsuWLWPjxo00NTXx4IMPtrueOwyiadOmMXnyZABeeumlNh8jl+iEEKL3Wr58OeXl5Tz//POsXr2at99+O9nnf9999/HnP/+ZW2+9leeeew6lFE8//TTz5s3j1ltv5ZlnngHgnXfe4YknnuCxxx4jEAjw5JNPYhgG//znP3nllVd48MEHueOOOwB45ZVXeOSRR5IjrNtrh0E0Z86cZBDNmDGjzcdIEAkhRO9VVlbGpEmTuOyyy0hPT2fixIkMGTIEwzCS/wuwePFiDj74YADGjx/PqlVbb0l49tlnicVihMNh8vPzWbZsGXPmzOHiiy/GcRwGDBiQfOzpp5/e4RCCnQTRrbfemvz/v/vd7zr8wkIIIVJr0aJFlJaW8pOf/ISXX36Zu+++m/POO6/V40aPHs2XX37JWWedxVdffcXw4cOT/3bvvffywQcfcNddd3HnnXcycuRICgoKuOaaa1izZg3Tp29dDywzM7NT9ezU7NvxeJx169Z1aoNCCCF6RklJCa+++ioXXHABjz32GNdcc02bj/v2t7+N53lccMEF3HXXXfz2t79N/lswGOTkk09m/fr1zJ49mylTprBu3Touvvhibrjhhhb3mHaW0u1YuOWKK67g4YcfTv4djUY58cQT+eSTT3a7Ah1VU9PYp2ZBLijIoqoqnOpqdJu+vn/QM/to2QZbptOzDHCdnhsWIZ9hx15HdFy7Rs0tWrSou+uxRzLNRINSFknrvQK2wvTj+IZNzEl1bTpHmQYrKsIEbQvTVLiez6C8dFkXSfQZOw2ixx57jMcee4za2lpOOOGEZHldXR1XXHFFt1eutzJNgwwzSnzDCrTrkDl4NI1esGsXYxO7RSnICrg0zXuXplVzCQ4pI/ugUwg7gd1evVUp0IaBrwEFTZHuSzjTVDTGPVasq+f595cTczyOHj+QiyaPIWAq+c6JPmGnQXTuuedywgknMGXKFB5//PFkeb9+/cjIyOj2yvVWGWaUyid+hVu/EQAjPZuBP/gD9V4oxTUTW6SZLrX/+T+alyQ6UqNrFxErX0a/U39Mk9t6ItWOUJbFA89/xcyFGzAUnHLEMKYcPxLtdv2NrLZt0lgX459vLk6WffjlekYMyuGkQ4cQad5Dm3lCbGOngxWysrIYPHgwEydOZNCgQcn/9uYQsm2T6MovkyEE4Dc3EJ7zFoFtlqwWqWUpl+YlLW87iK7+CpPdW57Btg1mLKhg5sINAPga3vhsNeuqGjHN7pjpVLF0bW2r0rnLqnAcaQ2JvqFdo+b+9Kc/dXc99hhKgddU16rca6pF9YrFCUSCQgVatlCVaYPq1EDRJI3iq+WtZ9xesLIGy+r6E5F43GXMsLxW5eNK+yPzOIi+Yvd+lXshx/HIGHMkGNte1VRkHXwajitBtCOWZSb6VQwDy2r7a2fZBtpI/Lejx+yKbZtkWHG0MsibdFGLf8s5agpxbScfl9yW3f5tKeCw/YpalY8amoezzWhOyzLxd7Ivtm2QYcbIsOI73Vff1+Rnh/j28ftgGokW14GjCjh+whA8HwwjNetNtOfz3MK2DDKsXe9rV1EKjM3vvzKNlL1Hov3aNXy7N+kNw7cDpk8wXkvdp8+i3Tg5E8/Dyygi6nX8jLivD40tKMiielMTazY28uhrC4nGXc48upSJY4vwt+lTMWyTd75Yy39mfENOZpDLzxzLgJwQ2m//WX/I8lDVK6j74El8J07/06/BTMskun45waIReMFsml0LZRp8U9nIP15fSCzuceYxIzh8v6L29/FYJv96ZynvfrEGyzQ485hS8nNCHDKmEFwPZRrMW1HDs+8uwzQU3z15FKOH9ENvHuWWbru4q+bQMP1FMC1yj70ABuxLxN3x90eZBj6JxQK/2RDmsdcXUtw/g8vPGktAde/Ize2/o8o0WFuV+DwjsbY/zy3SLRd3zVwaPnsBDJN+x0xFFY0i4nbPNJdKKbAMnnprCbMXb2R4cTZXnjOOkMlOB3bI8O3UkiDqJMNQBAwPhSau7U4fCPaGIFpXGebqu95rsYbQTZdMoKykH67rY9kmn83fwIMvfp38d8tUPPjLEzDaGURKQaZfR/nD18M2l0gHTP01fsEo4nEXrROPi3iaa+56v0V9bv3+oYwanI3rtmN7psmb01dzwL4D8LXmk3nlLF9by83fOwQLTXltlJv/+mmLp9x93THkptsopQjWraDy6f9q8e8DL/sTjVb/nY7oU6bB3f+ey1fLqpNlJYVZ3Hb5YageCiKlIOqx089zC9NUhMJr2PDPX7d4veJL76I5MKBbfsfKNHj4lQV89nVFsmxAbhp3Xn0k7OQ9SnUQfTB7LY9PW0R1bYT+uWlcMnkMxx08ZLfrc9NNN+E4Dn/6059Yt24dl1xySa9cWVsuzXWS72uirkHENeU+ol2YvWRjq4Xs3p21NtnD4Xg+789pOVOH62mWrqlN3qu1K5Zl0rzsC9iun65p7tso301u37JMZi2qbKM+a/DbuayqQrPPkH785pHp/OrBz5i5YAM/nXogFmBaJu98sabVcz6aW45lmVimpumr1geCpsWfY9s7b1H70CKEANZUhnF7cAi3ZZm7/Dy3Ptagcd67rV6jaeGn3dKfBqCVYvr8ihZlG2sjxNtzgpEiH8xey33PzqOqNoIGqmoj3PfsPD6YvbZLXn/atGmsXr26S16ru0gQiW43ZEDr+aeGFGZhqMSB3zIUgwpaj8QszMto91mz72vs/q2nGrH7l+Bv8zX3fc3gAa3PWhP1adem0J7PvoOyuf/G43nwl8fzv9cfS3bQSpyQaM3w4uxWzxlalIXva3xtYBeUtK5nwRD8XbT+FJCX3XIARjBgYnXLaL22+b7e5ee5hdZgDxjW6rGBgpJd7mtnaa0pzGv5XbJMhd1NwdcVHp+2iNh2a1jFHI/Hp3XNRAJHHHEEf/vb35J/z549m6lTp3L++edzzz33dMk2dpcEkeh2JYVZHDCyIPl3UX46px85PLmKqe9pvvut0S0OskeNH0huVvtvPvU8H7toH0IlZckyO28gmQecSHyb6XA8z2d4cTbjt6lPcf8MJh8xrEOrqvqeRnkeAQW52aFkqzge9zhy/ECGbRNG+w7pxwEjC3BdLzHYZexxLUIzOGg0wcFlu7wsaCr4yXcOwNrcSjQUXHXOOHryEOt5PiWFWRy4744/zy3icY/0MUe2CN7gwH0JDh3XvkugnWAr+Mn5BxDYPChCKfjBGfth9OIRrdW1kQ6Vd9Q555zD7NmzKS8vR2vNL37xC/74xz/yzDPPMH/+/JRM1bY96SNKsb2hj6i6Oow2DCJxD8f1yc4IYGrd4pKmaSo8ZVAXjpEWtAjaxk6v6bdFKciwHFS8Ce25qLRsmv3WM14kZkYwicTdberjd3qWgu0/Q8NQ+IZBY7OTqFPIRvl+MlQNQ5FhxtDRMEoZ6GAmTW77QtcwDTwUNfUR8rJDmNChAR2d0WqwwuaZJSJxj7jrk9PG55msr6HIMOMQDYNSHdrXzjIMA99QVNdFyN38HrGL9yiVfUSX/vd/qGojdApy0/j7r07arfrcdNNNHHfccdTW1vLuu+8ya9YsCgoKePvttwH429/+hmmaXH755bu1nd0lLSLR7bQGPJ80U5ETMsH1Wh20PE+D65GbbhE06HAIbdlOo2MTVv1otPoTdgJthkuiPh5ppiI7uKU+XXdg9P3EvmQGDDJsAzyvxYHX9zVhJ0CjmU/YyKXRsdt9YPY9H+V5FGQFMHy/20OoLdt+nv128HlukdhXm7CZ1+F97Szf98FNvEem7+8yhFLtksljCG7XPxi0TS6ZPKbLtnHeeeexfPlycnNz0VpTUVGB1po5c+Z0av2griZBJHrUro5Be1b7PHV68n3Svk/I0m3eA9SbP6/eXLdtHXfwEK6dMp6C3DQUiZbQtVPGd8mouS0CgQBXXHEFSinuvPNOrr/+eqZOnUpZWRlHHXVUl22ns+TSXIrtDZfmenL/TMvA1QrQibMs3+/2A1Jf/QwNQ5FlxWn86l3iG1aSMfYYrIGjaYx3zz1AqZTq4dt7u773jRJ7LWUafDivgiffWkzc8Zg4biBXnDUW7eze/HK9mWWZxH2NocCka29szTDjVP7rNzhViWHEzUtnknv8xQTGnEBc5loVXUguzYk+QSlFQ8Th768uIBb30Bo+/aqcD+as69AUPnsSwzJ5Z/Zafv3Q5/z5mS+pbXYw2nnfVbs4zckQ2qJh5msEdKzrtiEEEkSijzBNxeLVm1qVz1m6sTPjHno9yzL4cN56Hp+2mIrqJuavqOGX93+C186bcttDGa0Hhis7BF24DSFAgkj0EZ6n2Xdo61mq99+nPz14v2ePifua92e1nI0iFvdYW9nQZZN8emaQtH0mtCjLnXQhMSXrbomuJX1Eok/QWpOTbnPhyaP597tLcVyfg8cM4MQJJbh9sI/IVIoBeWmsrmhoUZ6bHeqy4dHNrk3uyT8k55DJxCq/Ia30QBw7G8fpg01MkVISRKLv8Hy+dchgjp8wBK01pgLtpj6EbNvE21yfrjqIK635/mn7sXDlJho3L1V+zIGDyEqzk7N87y6tIezYFIw4gHjevjS6Hjr1b6fogySIRJ/iu4mpSxMDuFNLqcSy4u/PXc/Xy6uZUFbIYWVF+F3QQvN9TYZtcO/PjmNjbTNZ6QHSAmanbgRuD6cD0x+JjgvP/4ja95/EbajBys4nd9KFZI09Zrdf99577yUUCnHllVdSX1/PlClTeOmll0hPT++CWncdCSIhuok2DO5/bh6zFlUC8MWiSpauqeOik/btklbLlqHahVsux/XFURl7gfD8j6h+/UG0mxiN6DZUU/36gwC7HUaXXnopU6ZM4aKLLuLRRx/loosu6nUhBDJYQYhu42uSIbTF+7PXtnu5ifbaw+5JF9upff/JZAhtod0Yte8/uduvnZmZyXnnnccDDzzAu+++y9SpU5kxYwYXXHAB3/nOd3jooYcAiMViXHPNNVx44YVMnTqVxYsX7/a2O0JaREJ0E6XANBTeNjOBBHpgqWyxZ3EbajpU3lEXXXQRJ554Ij/96U+xbZsbb7yRp59+muLiYs444wzOOOMMNm3aRHl5Oc8//zyrV6+mvr6+S7bdXhJEok+ybIO4qzFNhfJ1SqaFMoAzjh7BSx+uSJZNPWkUltJIj4vYwsrOx22obrO8K4RCIYYPH87o0aPZtGkT9fX13HTTTUCiNV1eXs5BBx3EpEmTuOyyy0hPT+e6667rkm23lwSRABIjuwxD4bp+j644axgK2zbRGuLxrhmSZQYspk3/hk/mlTNkQCbfO62MkKm6dIbt9tCez1lHjWDiuGIWrd7EuNL+5GYG8HrxaqGi5+VOurBFHxGAsoLkTrqwy7eVl5dHcXExDzzwAJmZmfz73/+moKCARYsWUVpayk9+8hNefvllHn74Yf7whz90+fZ3RIJoL6eUIst2iK6cQXTdYjLKjkLlD6XJ6f6vhjIN6psd3nx/Bf37hZh08JAdrmvTHt6wgDcAACAASURBVLYJ6Wacxqo1nDgmkxx7AA9NW8mSNbXcde3RkIJ2iPY8BmQHKT5wEJ7n48uAArGdLQMSumPU3PaUUtx2221cddVVOI7D0KFDOfvss4nH49x77708+eSTRKNRfv7zn3f5tndaL5l9O7VSPXNzhu1Q9/o9RFfPT5blHn8x5pgTiTm7/z7vaP9M06C8NsItD3yanB27f78Qd117NNrteGCYpkFarJIN//w1Oh4FIHTIWcwyDuThaSu57+eTSLe6Z4qFVH+G3a2v7x/I7NupJj2neznTj7cIIYD6z14kQPdObOkD/3pnaYslGqrroqyqaMDsxJw8QRVl05sPJUMIIPrFyxw2qh+GglCgaxfUNgxFMGi1uUaPEKJj5NLcXq+Ng77R+YOrUpBuOph+DO06uI0epmm12T+j2tq0Up1aP8hA49RVtirXsWbOPm4fumj6NSBxSXFjfZRP5pWzz5B+HLivhVJKhlEL0UkSRHs5T9mklR5EZMWcZFm/o6YQI0hn5ibIsBzq3/4/mpfOAMDOK2bAd2+nwQu2eJwBXHDSKOYtrWLLldbCvHSGFmXhd+LSnKsCZIyZSHj2m1u3kZZFv/79OX1iqMtu9rQsgxmLq7j/uXnJsv33yee68w8CT8bCCdEZEkR7uWbPJm/yj4itW0R8/RLSRx+BziqiuRP9Q4ah8OvKkyEE4GyqIPzF6wQPOa9Fn5Pn+fTPDvGXn0/i3VlrKeiXxuFjizD8zg1tjjqK7CO+jTJtmhdPx84rJveky4j4wS6dccDx4Zm3l7Qo+2p5DY7nY3fZVoTYu0gQ7eW0hoa4jTXwAAJDDiLiePhu6xAyDIW/+bKZoQBft7oUZRgGTs36Vs91qtcQwk1cotMKzdbXSLcMzj16BFprHMfbrXFtDXGL4IRzyTj4dHxl0uTb+N0wZLutK3Baa1mmR4hOkp5WAYDr+sRibpsjEk1TEfU0dz8zl5/8+QMeenkB2jBarXvjeR5pQ8ex/RE5c79jsN0mQrEqwnWbuO3/PueR1xaiN68mGo+7XTapZsxVNHpBml2rW0ZX2qZiygkjW5SNGZZLwOrawRBC7E2kRdTDTFNhGAau63WqU74jrM0HR7cDfS62bSY73reEg4fitoc/p3JTMwDL19fx2qcrOfOoEdhmojXguj5aQ8xMZ8B3bqH2vcfwY81kHzwZIy2Tqpf+jBHKJOg5/HLK1fz4/tlE4y7XnLs/7KTVolRiP3y/4/cXGYbCNI3E/Ts7CKVg0EIpiMW8dg02cB2Pw8sKGVKYxYdz1jFySD+OGDcQN+akfLbv9mrP+yJET0ppEF1//fUcffTRnHvuuamsRo9QCjItB2/TWuKV35BZegCOnd0t2zJNRaYZI7JqLgA5ww+g0QvudGaBgKUJESW6bFYiMIpHoO0gMT9I2PWp3NSMaSiu/vZ4sjMCRCJRMmgiumIOZiCN9JKxNHlBYh5Y/UeRP+X/YRjg165DKYPsg0/Ba6ojbdg4mpuqKBuex+zFG9FtDZ3bLGj6BP0mmpfMJpBbjFU4gkYn0K7AUKZBdTjG/JU17Dc8n/7ZIfQ2gwlMU5FmOsQ2rsKtXElm6YF4oRyanV23bLTnMyQ/ne9PHo3va/plBamKxnf5vN5AWQYbaqMs+SYx00O/zIDM2i1SLmVB9MYbb/Dee+9x9NFHp6oKPSrdcqh75xGal0wHoPa9xyg452fonMO6fFuZRpTyv9+I35xYvdNIz2bgD+6ifruRa1sYhiIYr6X80V+gvcQia3b+IPqfciV2IEQofRDBgMkZR41gVXk9H325nv+9vIyKh69DO4n7dqycARRe/N80eAFc18clQNAyCQTSqZ72IPHK1Yn9/vg5ii+8nRGDTOrCMbSv2+xasSwDq34N65+6HXTiQBkcPJq8s35Go7PzYQGGafD2rHU8+dbWGYS/c8JIJh8+FO35KAUBw6X2/SeILvgQgIYPniD/tKsJDD2MeBt9ZNvzvJ6dCqkrKNPgxQ9X8srHK5Nll52xH8eML5Zph0RKpaSPqKqqikceeYTvfve7qdh8Spi+kwyhLWrfewKvuWEHz+icQMCkcf6HyRAC8JsbaPz6AwKBts87AqZP/Sf/SoYQgFOzHrehmvCctwgR49pvj+eQskKmfbaao/cvxJv7WjKEANz6jcTWLmxxg6fnabQTS4ZQojIudZ8+x4iCANd990AsS6FNA2UaLe4rChCj9v0nkiEEEFu3GCL1bd5/tC0PxbPvLm1R9sIHK9jySpZt4sUiyRDaovb9fxIyuvdG3lTygdc+XdWi7Kn/LNnZlVEhekRKWkS33XYbN998M59//nmHn5ufn9kNNep+zqbGVmX+5gN5V08LUhNvblWmY03k5KS1+Xgv2kzjNjMStKif7xMKmBw+rpj6xjierwnZBtqJtN5GPEJubkaLsuZNrS9Z+fEoE8cW8dXaZm57aDqxuMvE/Qdy1bn7k5OZaLW5TfX4TutQUL5D//47f79q6iO427VWPN/HMAz652Xgej6NzbWt6+/EME2jU5/HnjC1S1Vtc6s+objjYVomeXkZO3hWwp6wf7trb9jH3qrHg+jZZ5+ltLSUCRMmdCqI9tS55jLtIIEBQ4lv/CZZlj3hVIxQZpfO46UUZO1/AvUzXgN/82zWhknmAd+iujrc5gAJ0zTIPuwsIivnJsuMUAbBohEYGbmE4yZOUwTDNDikrJDPFlRz6pRTYfF0ttz0quwQaSMObLUvuYXDMdKzW7TQcg4/iwbX4n/+8UWy7JN55ZQOzuGEgwbhOj62bZF96BnUvH7/1npm90dl5u/y/VKmwVHjB/HR3K1DyY8YV4z2faqqwhiGIhAMYQ8ciVO+LPmYrINPIeKaRDv4eewxc7GZBgeNKmDOkqpk0QmHDEG73k7rv8fs326QueZSq8cnPf3hD39IQ0MDlmWxfv16AoEAN954IyeccEK7nr+nBpFhKLKsOI3z3iG+YQXpZUdjD9mPtJzcLv+RB0yfoNtAw+cvAprsw88hZucQ93Z8JTbNcjHCGwjPfA0jI5vsg07Cc1x0ZkGyA18pUJbFx/PWk237TBgMkVmvYoTSyT7sbCIqk+1HYffvn4lTV0X9zNfwwtVkHTwZlTeEjxbUcv/zX7V47LjS/lw/9YBk53mG7eJXraRx7jtYeQPJPngyjX7aLvtmttTz8/kVzFm8kQP2LeDI/QeiXTcZxKZlkqaihOe9i1+5nLRRRxAcPp5wrOPnZnvKgXrL+/LR3PV8vbyaQ8uKOKSsEN/Z+fIbe8r+7Q4JotRK6ezbf/nLXxg0aFCHRs3tqUG0RcBWGHi42sZ1vW77kRuGImAmbrKMu6pd75lpGgRMD8Mw8XwPxzPbPOhblomPxjYVyvfQShF32l6yuqAgi+rqMAFLofBx/MRQ7LqIy/X/27KP5oKTR3HKoSW426SZZRlYykNjEnM61qFu2Sa+1hhKtXjNLQxDEQiYGNrF1Van10Pa0w7Utm3iaY2pwGnHe7qn7V9nSBClVkqHb//4xz9O5eZTIu5oEmNEundeMt/XRJPHmPYFt+f5RDxFolt7y/+2ZNkGrq9xXA+FgW0oYvGdv77WbJ7eZ+tr5mTYXHDyKP79zjJcz+fAUQWcdOhQ3O3OzhMj8Nquy7YMQ6GVwtNgGQrt+cnw2dEzfV8TjW7ZXtcsyrcncHbxvgjR0+SGVoFSiUtVWgM7WZjOsEzemvkNT7+9DN/XFPfP4I7LDyFkm5sDtgM8n5MmDOGECSVorTEUnVqHCBIh5KL4v5cXsHj1JsqG53HZmfthavbo1rMQewuZ4mcvZ5oK3zB4/sMV/O3l+aytaUaZbX8tYo7Hk28tTR7cK6qbeHzaEgzVuXNr3/NRnofh++D5nV5GwVeKOx+fxfT5FdQ1xvjs6wp+/8Rs/F2N895DGIYizfZJs1xZ/0j0SdIi2sv5yuBn93xEXTgxVPqzryu45fuHMHpwvxZTAxmGorKq9RD0lRXhzTeApu6g7/ma5evqWpQtXVOLr/f8M62AqQnGq6l79xn8eJTsw8/Czh9OxJWfrug79vTfqdgNhqFYUxlOhtAWL3ywHGe7S1q+rxk8IAtzu4lOJ4zKI2T3fAgpRXLSVdM0yEhrOdtCdkZglze+7glCRCj/x000L5tF9Jv5bPzXb1H16zF30GoVYk8k3+a9XNBuPbdaKGC1uaKpqRS3X34YhXnpWKZi0kEDOfe4fYm5Pfc1UgowDcJxn4q6KFgmqyvqueqcccmQtEzFtVPG7/HNfds2iSyfDV7LgRThWW9gG7IIn+g79vTfqtgNvq8pzEtn+MBsVpUnbjg1DcXFp4xpc1yf53oMK8ri9z86AmUoLHw8rXc6mWpX04bB/c9/xezFG4FEy+fXlx7GvGXV/P7ao/F9n/790lB6z5sLbntaa6zM3FblZlY+GoPOrKArRG8kQbSXU77P/7v0MJasqaWqLsKhZUUETYW3eXJQrUn+L4AT91AKfG/LSqotD4a2bWIYCsfxdjhizTDA35wR2752i3q1UW4Yisq6aDKEABqa4rz2yUr6ZQW58S8fcWhZEVedPRbdByZQc12fzMGjsAuG4FStBRLLn+ccejoN7ZiYdU+3o++G6HskiPqA5M2rQNxr382rW/i+Bt+jrKQfamguruvjA1FfEwomFpdraIoTtE2y0yzSiOCHN2GkZeEaiQXottRBmwafLtjAyvX1HD9hCIX9Ws5tl2G7mH4Mt6kBMzufCCEqa2PkZAawDAWej2mbGHhE4z5WwEb5fnKVVaUU1fUt57gbPjCbUUNzGZCbzn9mrOlTw7UNQ+FFwuSf+H38SCO+EyXQfzDac0kMDuk7+7ot29SkGQ5euBozox+OCsjgjD5OPt09XND0CcRrqf/4RZSyyD7ibGJWDnGvYz317uZlAJRt8sd/zuL7p+9H3PH53WNfULmpmeL8DH5/cSkV/74dP5oYPZc14VTSDz2HZtfGVwb/8+gXydFr/5mxhp+efwCTJqQDkG65NM9+hYbprwBgBNPJOO827vn3N6zb2MiU40dyxpElqLo1RGa/BoE0OOAMnFA/AqaB5yXubxpVkottGTiuz+VnjaVfZpBP5q0nPyeN/75qIiHbwEB38+3CPcO2TcIzphH+8m2snAEoO4BTvZ7sw84gcOh3iMX63k24lmUQbCqn/Knb0Jsnvc097kJCZccTdWUV3L5KBivswZRSBNx6yv9+I00LPqFx/geU//3nhGju1IgxyzJYtGoTGaEAdeEYb89ck1yV9czDi2j+6PFkCEGi09zyErN2R2JuqyHU/3pnKQ1NiYOJpWPJEALwY804nzzG2YcXAfDse8uIuz6bnvo1kcWfE/nqPcLP3IztNuLprTtjAb+/5ijOPHo4aUGLPz45m+nzN/D6p6v477/PID1k77TPyjQNgkFrjxh1prXGyi0GEstsONXrAI3Vr7BPtfy2FSRKzbQHkiEEUPvh0wSVs5NniT1d7/817qWUAsMywDTRhtHmjYwB2yA8e1qLNXvwXJrmf4Rtd7yxq5ViaHE23zutDMf12VDTlPy3Adk2Xl1lq+e4TXUopdq8jUhtLlSKFrNvb+HUVjIgJ5D8O1zfiLK2/q3jUeKr5mFus+++75OfGeCsY/bhzc9Xt3i92nCM9VWNyWHd28u0XQKblhKf8QzBTcvItHv3wS0e98goOwortyhZZucPIm3koclpevoaQ2mc2u2+Z9pvc0kQ0XfIpbleSlkmT0xbzCdflVOYm841U8ZTmBPC32YkmAaMYOv1mVQwveOzFJgGb81cw9P/WUJRXgY/mXoAh48tTg4MmLkizHkjj8D94qWt2wmEsPoVouOatIDJ6JJcFq/Zus7Pd08aRU5GkJqog5ndHyOYjh/bulZSYN8jmLk8MdFkVrpNTppB2Gm5LpKdnoGpWo7g8zwfZRqE2ljoLxiw2uzgTrM8Gqc/nwhuoGHma2QfegahCecQ7cHh5x3V6AUpvPA3uHWVKKUwcgppdAP01f4hB5uM0YfT+PUHyTIzsx/KToPefd4gdkPv/QXuxUzL5Ln3lvPurLXE4h5rKsP8+sHPWk1ZE497ZB10EkZoaxiZmf3IGH14h8+YPV/z1FtL0BoqappYtqaOkSX9uOTUMRTlp7NqQzOZE04l+/CzMbPyCQ0ZQ/HFvyXiJVowytf88nsT+On5B3DGUcO568dHM3ZEHoahUKbBmlqfnO/cTqikDDMrn+xDz8Aafyqzl9YwrrQ/v7v6KLLSLZQdStbJ6ldI9oixxLfpC7FtE9s2MYFLTh3T4gbbkYP70T8n1GYI28olPOetFmUNs6YR6OWXfDxP0xAPEM0sIZIxhHDc7rOX5QBirkHOsReSddDJmFl5pA3bn6ILf0OT3/Yy96JvSOkyEJ2xpy8Dsb22pp/3lcHND35KVW3LEWK/u/pIirY70FqmIsOMElk5F2VYhIaNo9ELdujeHqWgpsnh5/d+3KJ80sGD+d5pZbiuj6HANsDAx/Zj+MogpoOt7tXZfvh2QUEW85ZV8asHP2PwgEzOPryIotwgw4YVASZRJ/HaJhoDTboRpXnFHIxgBqGSMhrdAJ6nMU0DTylmLNiA72sOH1uMpSDq+sxaVMmAvHT2GZSTGGXXxvcj246y/q9Xt7yMqQwGXf0ADc7uHeT6+jIJPb1/SkHQ0lg6jo9J1O/+8JVlIFJLLs31QqYBJUVZrYIoP7v12b7raeq9INawiYCmPu7T0cs2WkNedoi0oEVkm9ZHeshC+T6WSkwsun5TM3nZIUKBDDzPxzIU3nYNr+1bYpGYy8sfrQBg3cZG7ntlOQDXTrE4dFRBYsJTEpfePKDeC2GXHg2GIuz5mIbC9z1cFNff/SENTYmlx596azH33HAcNppj9i/G9zWe6+1wzx1tkznuWBq/ej9ZlnXAiThafgK9jdYQdRSw5QSh75x4irbJr7AXUlpzxZnjWF3+KTX1UQwFF5w8OnGvzQ7ODN0dLKFgmgoPhecnbiS1oM0ZB9IMn3/8/FAam2IsLW9i2UaHM48uRWmfyvoov/7b5+RkBrjx4gm8NaOC1eUNHH3AIA7Ypz/+TpZvMA1F2fA8qusiydkbAHIygzu8WdHVsHJtHW9O/4aivAzOPraUecuqkiEE0BR1eWvGN5x91PB2DWOOuCbZx1xIaPgBRFfOIa30YOzBZYTjMiRYiFSTIOqFfF+TZinuuvZooo5LYHOfiO7glDWGoYhrxe8e+4KV6+vJzghw3fkHMrw4q8VrhSwPb+Vsqt75OzoeZURJGYeedT1hx8XB4L7n5hFzPC47cyz3PzuP1RWJQJm9eCPf/da+nHLYULztwsi2TWxDo5o3cWL2So48LoNY7kHc8dQiQkGLfQbn4LXRj2XbBnOWV3P3018myz79qpzfXHlEq8dGO3gfTThuYQ06kFDJQbieJhrvuSmA2jPjhBB7Kxms0Et5ngbPI2QoDM/vcAhB4nLaA8/PY+X6eiAxHc7vHv8CrRSGoUi3HLLtOEEdpeaNv6LjiRFr0TULqf/0ueRS45WbEvcl9csKJkNoi9c/W427TdPGNA2UZTJraRU6WkfNzDeJrJpH5D9/wXz7T/zvjw7ivy4/HLWD/Yl78PJHK1uUbWqIUt8UoygvPVlmmYpTJw4nHu/YoAzX9YnFPDxP73CYd1cyDEV2wIEVnxKf8S/S41WErL459FqIzpIg6sM0sGh1bYsyx/WJxl0yCVP/6p+pfPp2YuuXtHpudM1CDD+OqeDI/YvRmjYP3GlBq8UlfF8pbn7gUwYXZPD1uhiPlo/ik6zJZF14F36sGVW3DkO3PaAAErcjpQVbN9TTAhb/deXhTD5iGCcdVsI9NxxHyFIdHqa+JRjSI+tJa1pHdsDBNLsvkDKsOBv/dQeb3nyQhpmvUvH3n6OqV2JZZrI+stid2NvJpbk+TAFjhuUyZ0lVssy2DPKDLhv/dSdO9TqUFcDOLWz13FBJGb4RQLs+F08eQ1rQpqYuwpHjB/LpvPLk475/Whm2oXD9xEF19YYwY4blM29FDf+cthiAz4BPF+Zw08lX4Ueb2dk8aaaC7506hpv/+ine5rAaPTSX3KwgeD4XfGsk6ETLRnfiEleWHafyqdtxatYDYOUWUXTRHdR79i6e2baQnbipN2QrYq7ZIhiVAt24CadqTYvn1H38DLnn3kRaALzqtbiNteQM3Y9mP4jTwamZhOgLJIj6GMs22NL1EjAVPzpvPHc+9gUrtvQRTT0Q03c2TxcD2o3TtHQW+d/6AZs+fAYdjxAaOpbsiedR75koA3A8vn/CENyatYw6vojTDh/Cqg2NHLDvANJsMzlQQinwteaIccX89bl5Leq1Yn09TuZIQv1Cm0f2tc3zfAqyQ/z1F8czZ0klhXkZDC/OTi4l7nTwUty2bNukedlnyRACcGs30Dj/Y0LjTiYabf89RUpBlu3QMP1F6lZ+SaColH7HXUSTTttm6LxqOVx8C+1jK03VC38kVr408UgrQPH378Sz8qUPSex1JIj6EMMyeXf2Ol75eCWhgMX3TitjdEkOv770UDQqMW2Q1miaMdKzk9Pu1H/+IlkTJjP4yrvxffhyZT03/+8sNjVEOeXwoXz/pGE0fPQUjV+9B0BOv0ImHXcBOq2Q2Dah4nmaYcXZrFhXR8BufbnJzsimydv1rNHa97GBo8ZuHZbdFSzLILKpolW5W1tBRxeZDZketW8/QvOS6QA4myqIb/yG/uf/msbNN/lqrVGZ/bHzB7UIv37HXoBbX5UMIUicENR98BSZJ/2IiC8j+cTeRYKoj7AsgwXf1LJ2YyM/u/BgLNNg3cYwEccnEnNZtLKGMSP6U5ilMA2DQd+/E0jcPNsc8/CNADEzjcffWcqClTVcduZ+5GWH6BeCAA7mAccTKBhC3SfP4tZVUv3GgxT+8H5ilo3na0wF6aaHrZs5qCTAbZeM54YHviA7PcDUk0YxfGA2pmlimR7pRmLesDgB4trEd1u2GpRSaEMR8zRKKUzTaDG1UWc5jk/6fscSnvka24ahXTYJb/P6PgELQioGvoevLCI6SEA52Cqx9IKjLSKuia08mpfObPn61WsxPAfYOl9ekxeg8Lu307ToU9yadWSMPxGdNQB/w7JW9fOiYRQ+0H1BFLL8xGwSWuNi4WMSUHHQPi4WES/QZr+bZSrSVBSlPbRh0uyHenRBRNG3SRD1ET6KpojDPoP78dtHZxKJuYwelst+w/NZs6EBZRjU19QwJGBR8/G/aV4yA0yTnIMnExp9BJ994zOydCBpQZNrvj2e+56dx3eOHkj/5jms/eJl8FzSR06gcMovqXjyvwiMPYE5K8Pc9+w8mqIu+wzux03f3Y/ov2/Ga6wjfb9jePQXF1IXt7n331+yeHUtaUGLK8/YlzHhmcRmv0L6waeh9zsZK5S5daU8AMvg3mfmMndZFUHb5OJTRzNxbDHsZhi5roedkUf2uTcTm/F84hLZhHMwcwqJux5B08eoXEzF6/fjR5sIFA6n8Nu/oG7mq2yc9SYoRdbBp5B56NlonZhOyQtv2roB00r8t001fV9TH7cJjDmBoFJEHA8/rskpGo4RysCPbp1YNnvCaTgqROu1cbtGhu0SmfcWVZ+/CJ5LwVnX4TXXU/7+k2g3TmjY/uSf/mMa4i37y7TvEYpWUvnc7/HCNVg5BQw475c0Bwfs8avgit5Bhuv0EaaC0cPyePjlr5OzIyxeXctz7y+jbHg+r326kuH9fKIrv9x8OUmD51I/81WI1HNASTr3/msuJx06lMdeX0hTxGF0vkfz9OfBS7xe87JZRNcsJH3kwdgHncFdT86hKZr4t+Xr6vj7tOXY+58M2qd5/gdE66p57r1lLN48ci8Sc7n3+YWo0ccmXu+Ll1ENlWyzygOmZfLqx6uYuywxwCLmePzfywuIbF4ZdgvbNrFss8MjzmKuiTVoP+xTrkN96zrsoeNxlYXWmqDhsPHFPyfDIV65ipq3HsFKz0709fge4S9ex9+0lriRRv7kq0h0oiXkHnchMd32oId43CMWc5P9P01ekOIf/IHM/SeRNnw8A779S4xBZd02q7ZhKFRTDfWfPAueiwqkYWXlsentR9Fu4kbh6OqvCH/xKsHtdsFrbmDjc3fihWsAcOur2PjCXaSp6PabEaJTpEXUR3iez6aGaKvZChat2kRjxGHwgCysSC2RtYtaPTdWsQJVFCDmeFiWyeJvaikbnodXsbTVY6Prl5Ix8TusbdStOtUXfVMHE4Yn//Y9n0WrNrV4jNawoSZCfkY2XngT/obFNGQMJj8jkAgaBQtX17Ta7qryBsYNywU0njJ47fNvWFsZ5sRDSxI36LrtOzP3fY0fczDtdKyAwo1tHaDgN9eD3/Im2ej6JWSNn9SiLLL6K+z8ffHz92HQj/6KX1eBkV2AY6QRaedM3q6nCatM0o6+BKU9HAK4Tve1LkzTILpu62dv5RQQ3240H0Bs7ULSDjqdbS8vatdp2fID3LpKDC33Q4muIS2iPsL3NcX9M1otiDeuNJ/0oMW6yjBueh6hkv1aPTc4cCQ6PY+gbaLQjBmWx/qNjZgDR7d6rFWyP8/NjWFZVouZrwH2G54LNauSf5umSdmIvBaPMRQU56fjNSUGShjFY/j/7d13nBXV3fjxzzkzc9v2hS0sLG1XOqg0KYoiYiFR7D3RGDUmz0+jIeYxedRogmk/4y+J0TyxRGOMsYIlGo1iFCkiTTrS27K9l7v3Tjm/P+5yYVnawsIWzvv14vXinp2ZO4e7zPfOmXO+3/SkAAlmFF/FRoxtn/PA1adw1vDMZvv175mC53m4SP7nfxfwykcbWLCqkJ89u4gl60uxrNY9V/E81WJYSYZSYkNr+wjkDiJaurNZW7DfabiuS8SV1DgBgv1GUOMlEm5lBVGlFI22IOyY8Qq5x4vregRyh8RfO9Ul+DL7n8QyXQAAIABJREFUtNjO32cErmyeBFaYFkZy92ZtZloPPKEvH1rb0L9JXYgp4AfXjSQhGBtbGZbXjWunDiTgN7n6vAFsLodAv1NJGHomCIkwfaSMvwwCSSzfVs/d156OTwruuvo0UhL9rCmG0IRrYsXqhCQ4eAK12SN557MtbNhRwb03jiY5IfbNeWCfNL51YR7RFR/Eth0xhQaZyI0XDmZY/24AJAQtfnDNcLx1cxBSEhx3BSopk0TZSPkbv6bklZmUv/sE5c//gNvOzSS7W4ig3+SOy4cTaJqFV10fpbCsvlm/Z3+yiUgbPDiPKIvMy+9FhpIB8Ofk023qt3Eb62NDcIZJ8rhLkWm9Ot2Des9TeMF0Us++HmH6UHYUp6acbhfchvDFSm8E80aSPOoiInbzvhkJKWRdeR9mSuzLgZmWTeYV9xJWgRbvo2lHQ5eBaGdtnWLfMCWuEnhKIZuma3uewucziHrgFw4BaSOa1rcoYdDgWUQ9GU+Iahgylg1bQcj08BMFpXCFSYPnw1OxdTSGFLhe7PhSQNBwsYiCgigWUeHj7blbyOmeQN+cZJIT/CT5wPLCIARRfDjKwF+9naIX72/Wj2D+KBIv+C/CnokpwG26Y6i3Pe787SfNtu2Xk8z9N49FeMd+V2GZgoBoRCiFi0HY8+GXTtOsOYgqq0Uhvc5UBiJgqtgsOcBRBp4w8REBFI4yCbtWi1lzGRlJVFTUE5KxWXMeBmHVulIjHZ0uA9G+9DOiTk7K2PRm1/Wa1tzELsZ7LpV7Ls17crJFEET2Gf/fQ+DF52rtGbIygEiU/bZ341XB92y/573CriDclLrfMCWzPt3E2/vkjfNbBn/673MJO3uHfgzDw4s0v8MB8BrrkMpFuLLZHLKEgMXQ/ums2RJ7ZiEEfHPa3uwOx8p2FDb7Dk0pwp5B+DhOqT6RGh1BI82H3hr36++BuK5Hres77HaadjR0IOrMDElJdSNl1Y30z0kmYBmHLMnQqkM3lY+IOB4+00CiWpV41XYVi1YXNWuL2C7FFQ3Nivu5rsKX1Q8ZSMRrrItvmzzm6wecyiw8jx9eP4pNBdXsKq5l7NBsgj7joGUwNE3r+HQg6qSkIVmwuogBfdLZUVzL6i3lTBmdS3qSH3WMF2UpBWEHHvjzfEqrwpiG4JaLhzF+aNYRByPDEPTKTKS4oqFZe/oBSnnHpjL/muoFb+DWVpA06iJkZh6NB5jKrJQCx2VATjKDeqXgOO5RZSbXNK3j0IGok3IR9O+Vyq9fWExpVayS6/sLtvKr/zqTrJTAMS00VELw59kr4sd1XMUzb61i7NCsI57dYkjBDRcOYktBNZW1EYSAS8/OIxJ1CQSMZs8X4lOZz9wzldk67FRm1/VaVIfVNK1z0oGokzIkFJXXx4MFxIq3vvzhBu68csQxHdtDNKumuufYFTURslMDOEew6NJ1FR8v2cE914/EkAK/ZbJkfTEFJXWk9E5l/2cMsanMEHsype9wNO1kogNROzJNSVVtBGVIDCFQrnvQ8tn7k8RKOhwPhoTTB2bwn6W74m1+n0Fi0KKkupGMJN9hZ0xJYNywHO7/3wVIKfA8RVLI4vc/OKfNkphqmtY16EDUTqQhKaxs5InXY0Ngk07vyXVTB6LsIyt/7TouQ/p1IyM1GL8rkgIuOycPaYhjGrYyBVw7dSCNUZdFa4ro0S2Bb18yFMd1+cXzi3n0zrM4XD401/Xo2S3E/73zLN6au5m0pACXTOqPgTrmTGpCEJ8peLwWHxiGjE3ZFhB1jS61ZEDTOhodiNqJi+D+Py/Abppz/MHn2wkFLC47s98hZ4AJEavouWftzk9vHceCVbuprosyYUQP5q8sJCWxD0k+edQX6WjUxW8ZfG1iP6ZPyqMuHMVvGbw3fxsVNY1EHRffEZRNUK7HoL7pZKXGFj66jrsnbd1RE4YkbLts2FpOv5xkkoLWMSdD3Z/fcDEbCqlZ8AbCMEmZeBURXxpRV6//1rTjQQeidiClYFdZfTwI7fH56kK+Nr4PliFjiypROMLPnnptwpDUNTqUldaRmRYi6BPM+3IXI/OSCfpN3l+8i/c/38Fpp3QnOTcVz4slQxWqZTqbfZmmJCgakbh40k/YNXFsl95ZSWzcWUVlTYTXl8SSl6YnB/BZsTsEQaz43uESdR7JM6UjYZiSpRvK+MOrX8bbrjt/IBeMyW2TMhEQ+2x8kUp2//Un7HmOVb9hCT1v/x22SDxud2Anq4ClMFUUD0lE+XU275OUDkTtwPMU3VNbpkfpk5VEwARffSEVHzyFU1NGwtBJJI+dTlj5WbW1gm6pQeatKGTx2iJumNKXS/Ibqfr4KbxIA5eeegFjbjyNbt0Tuef3c8npnshN04aQEDRJ8BkHvFgHTBdZup7Sj/+GZ0dIHnk+CYPGE/Ul8cGSnQzt341XPtrAhh2V9M5KYsYNI1mztYzn/7mOhKDFrZcMJTcj8YimUMum3HRHO8zlKHj2nTXN2l6bs4HzxuTSyrp2B2WZktqF/6LZZArPoX7tPKwRX4svDNaOXbLfoWbB69SvW4CVlk23C2+n0ded45SAXOvA9FhDO/GZkqunnBJPUto9NcC3Lh5KUEQoevEBIoWbceurqfniHeqWv4+jFLvL6nl/4XbmLN6B7XiM7huk9NVfYJftxK0tp2HeS+TJAr5YU0RlTYQ1W8r5xfNfUFUXwds/GyqxZy0+p47i136NXV6AW1NG5Scv0bhzLT5hs2RdEY/9YxlTx/bml9+byFXnnUJJRZhZ/9lMeXUjO4pqeejpz4kebuKCFAjToKiqka3FdQjTwDCOJnQIwvuV83bcllnAj4UCZEJKi3YZStZ3Q20oYClqFrxB7dL38RpqiBRsoPDFBwka0fY+Na0d6Dui9uJ6XDSuDxdN6Ee40SbgMzGFwq7YHa8Ps0fDuvmETr2Y/r1SmP3pZiCWjdresYr9p0GH185FJV8Sf11VF0EKQWllmMxkf7PFpKZp0LB+WYtjNGxcgpGey/Sz83jkucU88fqK+M8evessisr3LlL1FKzaVMbYQRkHzSCtDMnP//IFWwqqAUhJ9PHbuyZhCNWqi7tEceapPZn75d6y20P6pceygLdR3rNo1CXl9POp/fKjeCl1MzmDUP5oqvXdUJsxVZSGDYuatalIA15tBSKQrYP+SUYHonakXI+M9ARKSx1wXRwgmJjeYjszPYegCUGfSU73BDburKK8OoxMy2mxrUjrRVHF3kAmpcAyDZJCLZNZep7C3z23xTGstB64vhADeqcxflgPPl9TSNBv8q2vD6WiJhIvvLdHz8zEQ96VbNpZFQ9CANV1Ud6cu5mrJ+e37vmR53HLxUPpnZ3E0vUlDOmXztfP7IdwvTZdeVTnBcm55VEad65DGCa+nAHUuX70+qa24yGx0rJb1DmSoWR0maOTjx6a62BcM0jSmK/FXxsJKaRPuZlwNHbBv+PyESQETIrKGygljUD+6Pi2ZloPUs/4OkvWlwGxobdrpw6gsiaM7wBDYa7rYWb0IZh3WrzN6taTxOHnUB01kJ7i9ulDeeYnU/njDyczdkgWeb1SyO4Wim8/YXgPstNDhwxEZdXhFm2lleFWf+tVCjzb4fwxudx7/UimT+yHst02n1rtuorqqA+35+nYWcOpiVr6IXobiygf6RfchgwmxttSJl6BLVom5NW6Pl0Gop0dKP18yHQwVZSoJ4kYIZym2W8GIE0D2/WorouSnGCRJKNIN4xybPAnEiaIq6CyLkpSyEJKgVQHT1gqBCT6HES0AVwb4U9gR4VDanoKquluRVoGT725moWrCzklN5XvX3M6CPCbBp6KLYCVcMD3yMhIorCsju/95mOcfYbPfnb7ePpkJHSJC3xnKgNxNI5X/0xDEDIieA3VyEACNj7CTvsM0ugyEO1LB6J2dtD/AIbk42W7ePnfG3BcjyH90rn3xlHx4NCWhCHZXlTLrE83E7Vdrpk6kH7ZiXiOh2lK3lm4ndfmbIxvHwqY/PGHk/nVC0vYsKMSnyn5xrTBTBzWA/arCZSRkURZeT1VDVFe+Nc6GiMul56dx4BeKV0mWakORJ2fDkTtSw/NdUBCQEPE4cV/rcdpuliv3VrBW3O3YJgGQoDfEgTMWKA42vcwLQPTZ1JVb/PQs4tYuamM9dsrefiZz6mqs5FSYHuK5V+VNtt38qhcXm2a0g0QdTyefXsNkYMEFuV5dE/yc+eVp3HvjaMYkJuqf/E0TYvT14MOSErZIunoiPxuDM3x45c2yVaUyKJXqP/wSayy9YSsg6crEAKkKfGkwLRixd0MQ+JJSXXYYcGqQv69aHuL/T5cvAPLMjClYFDftGY/65mZyPrtlS322VVcd8Bp2YYhqYu4/OKvi7ll5oc88vxiGuxYJVhN0zR9JeiAPM8jv1dq/PW9Vw3iztFRclf/hdr3n8StLsatLqFh4xJKXv0F7s5VB7wzMgyJKyV///cGfvnCEj5YvBNpmbhC8PbcLXz0xQ4WrS2ie2qwxb49MxLwPIXnelxxTj4D+8SCkWlIMlODnDage7PthYA+2UkHTIbqAI88/wWbdlUBsGlXFY88/wWHyvYjDIkyJDYCDBlfDKtpWtejp293QEqB35TcedVpLFi1mwFWEQ3vPxH/eXjbSnrc+DANm5eD51LzxTuk9RyKs18JcBfBQ08vZFdJrPLp5l3VVFSHufisPLK6JfDhF9vZXlTLdecPomdGIgWlse16ZSYyfliPeOoe6Xn8942jcDyFISWGUOT3SqWgtJ4l64pJDFrcdulwLClQB3h+53kqfg577Cqpw/XUgX8BDclb87by9tzNeAryeqVw/81jwdPzejWtK9KBqKPyPEYP7M6EQSnUvPNYsx8pJ0qkcDO+jFyixduQviCIlndEUcdtEQA+XrKLKyafQmFZPf1yUti6u4bHXlrK9644lYjtkpzgIzM1iPC8+DLX2OSQpqDhuniAEIrvXTYc77LhQCxjt3uQBa1SCtKTA1TUNMbb0pMDB1yIKoSgqj7Km00LdyEWQN+et5VLz+ynS0hoWhekh+Y6MNfxUEpiJLVc5GokpOA11oM0SJt8IxHVcv2FaUr2z+yTmuTHkgrHc7loQl/6ZCdRVN7Aw898TmFZHZmpAZRz+LU5qmlKuGj6c7AgBGAKxY9uHEVi0AIgMWjxoxtHYYqW72EYLYvyAWzYUYnrdY1ZdpqmNafviDq4qCdJPfNqwpuW4kViqXX8uYPwZfYl+YzpBPNOJyJCBwwEBjB9Ul787kIK+M60/kQ/eZZbz/8mG4pdfnzTGIIBCxR4ros6REA5Wq6jyE4L8ocfnEPEjpWYkKgDnrPregzu2zLwnjE0G9MQOPsESMsykBIc59DZxY+GNCSeEIQjDkG/iVSqzTJ8a5rWnF5HdIwsy2h6dgKO3fxCZZoSV4EhRYtUNkII/KYiGDCI2i5CShzbwfbMWMYDy8D1VGz4yvNIMCJEi7cig0mYqZmARJgS5di4RhBPgXAjYPiwXYUUBq7n4TcV0ajDzqIq0hMM/CXrSOjRBy8SxkjNosHzEbYV0ucn5DdxHQ8BLUo7CAE+E4RycbAOmlcOYpMklABDSqQpaYy47BnaO6KAISXl1fV8taWURRuqyMlI4LqpA/GaigaapiTBjOKU7aJ+w+eE8sYgM/rS4Jit+t0wDIklHUAScYhnejAMSUlNhJ8+vZCGRgfTkNx97ekM65vWLBjt+QwTQib1jQrhRnGEhW13rYCl1xG17jha653wQFRXV8cPf/hDotEo1dXVzJw5k8GDBx/x/h0lEAkBwjT5bEUBy9aXMDy/O+eOykU5DkqBMA2+3FjGZ18W0D8nmWkT+yE9D89TWAYEvVqqF76B11hP0mnngZCYiam4jfWQlstbi4pYt62CM4ZkM2FED1wPFqzcTY8USZ6ziUBqBtHirYS3r8bfcwCJQ86k8rNXEZn9cfuMJeKZdJfV1H0+GwyTpHGX4UYiGNFqSmY9hnJjWazTzr6e2tzx/OXf28lMD3HhuL6UVjaQ3zMFr+l5jGFIEmUD1YvexqksIvHUKRg9BlJvt7yhFoakpKqR2Z9uIhSwmDahLy9/uIGKmkZ+eMMoEix5yGAUe68wNYv/iV22k4Th52DlDqcuGpt6HjBdzNpCqhe9jfQFSB55AZXz38DsNRQGT0Ei8Y5gCC9kOlC5g9ol7yETUkkZfxkNJOK4CiUl9z+1kMKy+vj2fp/Bk/eei2gqfWsZEFS1VC+IfYbJIy/EqS1HeR7+vNHURrvOYIMORK07jtZ6JzwQ/f3vfyctLY1p06bx8ccf8/rrr/Pkk08e8f4dJhAZkufeXdcsE/SYwVl87/LhSCl4//PtvDl3C43RWGDqnZXEQ7eeAa5HitVIwdN3o6J7H95nXfkjGjYtw5fVl6g/jV9/HOWrpgWjv/juRJ5/dy1F5fU8dnM+5pYFeNEwtcs/jO/v7zmA5JHnU/rOHwkOmkjSWddQ8szdoJouytKk1x1/oPjlmdgVu/fpiCR04//jtt8vBWKTCH54wyjWbCnn/DG5uI5Lss+m6K//3SxBZbeL7kD1m9CsuJ9hCIprIvzo8Xl7z8tn8MgdE7nviXlkpYf42e3jEIcIRElWlJK/P4BTVRxvSzv3m8jBU3A9QaBuJ0V/+5+9p2/56XHDQxS9/hvC5/8PqRkZmIf5lTZNiVW2npJXfxFvk4EEcm79f1RHfWAa3DLzwxb7/em/z8Xf9MwtxYpQ8PT3W3yGFZ/8g2D/0/CPuZxGu2tMOdeBqHXH0VrvhE9WuOGGG5g2bRoA5eXlZGZmnuhTaBMeMG9FQbO2xeuKcRVI5XLu0GR+f3M/nv7+KK6alMuO4loa7VgmhPC2Vc0uYAC1Kz5GBhPxZ/XD/vI9zh629zmJaQg27KgkNysJp2AdofyR1K38pNn+kYINWOk9AAh/tRBL2XuDEIDn4EXC2NUlzTuiPIS3t8ZPRU0jtQ1R5q3Yje0phBC4NaUtsiTXLH4Xn9ovmamQzWa7AUSiLqs2lzGwTxoFpbEp24eiGmubBSGA2iX/wqcasaRLzRdvN9/ejtC4Yy2BnHxc12Peit34fMYh38MiSs2i5sfxGuuJ7N4YW2SrFCPym6+TykgN4mtaqxX7DFce8DMMnTKa2uX/xkfzukmaph1cu40fVFRU8Nxzz/HMM8+0ar9u3RIPv9EJUFHdiGUZRPapUWMakoBfYpVvo/LlmbG6QkJy/rm3Eh7XE59lkJYWor605bcm6U+IJS5FIfwJNET3vdOIzX4rKq9HZvRDOTbCF0CF973YifgUbmH6DpjZ2q6vJWHwBOpXz917zskZVDU2/+bu9xlYpsDnM0hLChApaVlNVvpD+AM+QqG9fbEdl6RQy9l7Ib9JJOqSnhzA7zNJT255vPgxKupatMlACMtn4fcHCQdbfv7SH8QceBb/WlbGiAFZpKSEWmyzLzcSpi6Q0KLdDCaSlB5r/8H1I3ni9RWs2FBK/14p3H3NSLqnhuILaw/8GYZQdgTpD2KYBhmpXefb8cnwTf9k6GNH1S6ByLZtZsyYwYwZM8jJaVlT51A6ytCcYUquP38gz/1zbbztisn5+J0GSt55fG9xO+UR/vR5rvjGYygUpaW1JGflYaXnxIfIhBUgeeT5NGxZTv2m5YTGX8WHL+y9s4jaLueN7c2Hi3awtdbPYKOYtLOuovzff4lvk3TquYS3rQIgOO4KokYIGUzCC8eGG4ykdIxuObgjryJohbC3LMWX0YeUc2/if/6+IX6cIf3SaYy4XDt1IDgupaW1JPqSCPQZSuP2pjLdQpJ27jeoiRg49XuHM4QQXH5OPnOXF8RrFvXolkCfHskUV9Rz/7fOAMc55BBIguUnmD+K8Kal+7zXN6mzLZxwhJRxl1G/dn78bsRK74G/72ksXFXOuu27+NbFww87xCKlIPWsawlvXh7/nHyZfRBpOfF9pRSxdVKAIDYDsbx8b5BMzsrD6tYTu7xgn8/wAorf+L+kTbmJOsfE7iLDWXpornXH0VrvhD8jcl2Xe+65h7Fjx3LjjTe2ev+OEogg9pyousFm3dYKBvROIy3JR7JspOCJ77B/1dOedzxBjRf7tm1akpCMEC3YgIrUEeg1GM+1wY1dvMMNjRQ5SWwpcxjavzvrtpXj91mEAiaFZXVMHtGdBMPBizTQuH0Nvuz+GAmpNGxZgdnjFCrcEIHEJBJpwN61Fg9JoPcQXppbyPsLt3HBmByuOqsXAb9J1PGoixp8uaWK7qlBMtOCmIaB3xTx7NhCQKJl45btxK4qItjvVCIEibgtR3alIXERrNxUStBvMbBPGo7rYgiBweFnzQkBiaaNW1mAXV5AsO8IIkaIiBMbbrNMCIkI4W0rY3dlPQeyqiBCQ6PD4L7pSHVkU7l9JgRpJLx1BTIxFV9Wf+oc3xH/bkkpSDSjRAs3ohrrCPYZSmPxdqz0HBwribBz6OHBzkQHotYdR2u9Ex6IXn31VWbOnMnQoUMByMnJ4be//e0R79+RAhHE7gJMMzYTzPMUIdOh5oMnCW9eFt/GTM0i84afU2vHhq2UIbnrsU/JSA3Sp0cS6cl+Ljs7HwOFz21A4KGkhS0D2LaLJySlVWG6pQbZuKOS5RtKOWNoNvm9kvGbJkp58enUsQWsEsdxYwlPpcQwoLbRZfanm6mti3LJpP50TwmA62GaAtM0UUohpcBxPBzHPeDQnmEIhIgd+3BMU6IUpKcnHNV/cCkFhiEPei57ju+6ezOQH2pK+cHP00AdYfA6EMOQpKcnUF5ed8jz7cx0IGrdcbTW0+uI2pgQgmQrQuV/XiC8dSX+rP6kX3Ab9SIJ1/Xw+Uzmry7i8zWFbCmoprouNjR09XkDuGRCX4QbwU8jkYKNWN16ooKp1DsWwjT4zYtLWLdtb9brm782mHNP73lEF2AhYhfdWLYe74DJSQ/VJyVFbK1SU4G+I13cqS9inV9X7x/oQNTeus5ihw5CKUWN7SN09i0knx3Fw6TOs+IXbkdBekqAU3LTuPycU1i3rZyXPvgK23FjJRRKNlHw2q/jM96SRl1I6IwrqXZEsyAEMOuTzZx1Wk+OZJKwUi0XqR4xU/LEaytYur4E05Bcfd4pnDc6F3SmAU3T2oDONXccKAWNjqTOCTRf7W9Innl7NY889wWvfrSBB/68gOQEPxNG9OC8Mb0x3TAVHzzbbNp17dIPMLFb5IyLHS7WaJgSDAMMI/b3NmRaBnMW72Tp+ti0b8f1eOmDr6hpsBEHOilN07RW0oHoBHIVzFuxu1nbqx9t4OZpQ9hRXItSHm54/4SfCgEEfAZnDMtq9pPrLxiEIQUfLN7Jfz36H+567BPmriyEQxScM01J0HQImu4Bi9jtz3E9Vm4qa9G+YUflEe2vaZp2OHpo7gQ60GLOiO1SF45AYy3VtYLUSddT+VFsWraRmEpo+k9YWehSVl3MrZcM57JJ+SxZX8K4YdlkpgbZuKuKlz74Kn68Z99ew4DcNLJS/C2epQVMF1m5leqFsxCGSeqka7GDGUScQwQuQ3D6wIwWwWhQn/RWPWfSNE07GB2ITiCfITglN5WNO6vibQ99cwTp5asIrHgLZ7VB0tnXk3XtA1R99ir+877LI69tiVc2tUzJo3edxeWT+hONOkihmLdiN1NG5jD1tG54SvHe0jI+X1PIFZPyiEb31kCVUmDWl1L4j4fjbeGtK+l5+++IiqSDzvRybI/JI3PZvKuaBSt347MMbrhwEIlBMz69W9M07VjoWXMnkJQCZUg+XrKLjTsrOW9Mb4YlVlD89wf32UqQc+tjeP5ktpY73Pfk/GbH2JPPTrkelmXQUFeL2LKA6LJ3QBr4x16Byh1JIJTQbDad3ydp/ORZ6lZ/2ux4qZOuwxgxjWj04BMZhACkJJaXW2EI8I5wqrSecdX5dfX+gZ411970M6LjwDAklmW0mGDgeQrlKRKCJlnpCewuqaV+xUf77a2oXzcffEGijsuoQZn0ytyb1qYuHJskIKXA8xQpkULCn72IW1+NW1tBw5ynSaW6RbBWCIzkbvHXwhcg2O9UjIw+CHnoXwOlaCqC5yJc74BByLIMLKtjL+KUMpa2aE+aHk3TOgY9NNeGhBBgSL7aVcXOkjrGDc0mMWDi7jNtutH2+N9ZsVQ844ZlM75vLFGp9IcI5p0Onofs1puyskoGJTeQnbcDzuhHiejHz19ayyVn9efLTWVkpgXpm53ULG/cHvXrF2KNvqrZ0JxtuySefj51Kz4m2P/UppRCKxB2GL/XgC2PPKvAvgxD4iCYv6YIgWDMkCyMY1ggerwIw2B3RQNrtpZzan53MlICemhR0zoIHYiOkWFIpCHxCQdXSB596UuWbSgF4MV/reMnN49lcJ90oo1RLJ+ktHxvxuYl64q5e/pkCNfgDruId5eVYvgkF/ToT7B4HYVv/iq+beagifzxzhtZtLGWZ95eDcB3Lx/BhJxTYL/hNn92Ps5+NXmUgrJoAP9Vj5DkVbP7bw+A11Rbp3svMq/9KTVRq9X9d4DvP/YJdU0JWF983+J395xzRGubThRhSN78bDNvzd0CwN+BGy4YxPljeh2yxLmmaSeGHpo7BsKQ2NEwbvEGav79JI3z/873L+7DkL5pQOzi//K/v2JHcS2m32TeqmKEFCQEYxd8Q0oK6g2cUVdz1xPLmP3Zdl7/ZCt3PfYpbkovhLk3k3V4/Xws7HgQAnj6rVUEB47D33NgvC3Y7zSsXoMOmG0hYBqs31FD1fzX4kEIwC7bhVNR0OohK5/P5KPFO+NBCKC2weaTZTsPW4rhRPKAf87b2qzt9Y834qiOFC417eSl74iOkmlKdlWEyWzYTPXbv4m3y7XzuOuKR/ju40tRKjY9u6ouQlqynz/PXsXwvO7c/62xvDZnI9X1EUJ+i3/O20p0n8ARjjh8uqqUs/sOp2FPFmrA3S8NV362AAAQGUlEQVTHm+Mqahw/6Zf+EOlGQAhc4aPOPsidjecxZkgm1ZuiLX6k7OgBF80eihAHztbQ0OhAB7onUqrl1HlbD8tpWoeh74iOkuNBdXkl7or3mrV74TpkxTZyM2OzZy4c35fdJbUUVzQAsGpzGb97eTlD+qVz/QWDSEn0Iw8QAaRhovbJ4O3vNZDaaPPtxg3LRqCosy1qvERq3ATqHeugU7GVUkQ9i5TxlzVrNxJSsLL6ti7/nCGJuIqJp/Xk0bvOYvKoXCBWk+n8sX2wbecwRzhxDAEThvdo1jZldC6Szjn7UtO6Gn1HdJSEABcBVssib4GERIblCa467xRs22P04CwqqsMkBi0un5zP4L7pRB0P23FJDFpcfFZ//v3F9niRvVDA5KyRvQkUTUYYFv6eAwnlnU69I7jrqhEsXl/KqfndGTesB8pp3QXfcTysbv3I/sZMape8h5GcQfLoi6hz/exfuuJgpCHZUljLL19YjO14WKbknutGckqvFE4bkIHfFHgdabGr53H7pcMZkd+dFZvKGD04i1EDM/E6ULDUtJOZXkd0lAxDUNPokRAppvaV++O1hKyMXLKu/Sm1np+GiEPAZyKVQglBTdjmHx+sZ9GaIhICFrddOoxxw3oQbohiK5izeAeGITl3VC5+UyAA4Tl4Qsb+jsLDwFMKgcK2j354yTAElgEegmi0dcdRhuSe382lpn7vEF9SyOL3PzgH4Xrs+yvVkdagWJZEEft3PeoEsAfQkfp4PHT1/oFeR9Te9B3RUXJdRVJAIoLZZH77d0S2LMeXnI4vZwANnh/XVfhNA5NYvjbTNJi3vIDPVxcBMLR/NwwpqW2I4jclnu1x8cR+oBSRiEPz9aX7Boq2+RbvugrXhSO9C2p2Nh7NghDEJim4rsLowN9rjiVwa5p2/OhAdAz2DD85VgrW4MnYjkfEhYLyep5+cxXVdVGmntGbr03oi+16LNsQy2B9y8VDMQ3J3/61DqUUl56dh2FIFq8t4o7LRmA2LVbtqAwJeb1S2LyrOt7Wv2dKLNdq291oaJp2ktCTFdqAbbtEIg6u6+EoePCphWwvqqWqLsJrczYyb2UhActgUJ90stJD5GQk8NSbqyiuaKCkMsxTb64mNdFPQWk9v/zrYrwOXl5BKsWPvzmG0YMzSQiYjBqcyY9vGoOhH/63mmUZGIfIlq5pJwN9R9SGDEOybntli7uZz5YXMGFoNldOzicxZLGsqbbPvpauL2ZQn3T+s3QnrhergtpReZ7ClPC9y0fgqdisNKGUzsbdCj5TEVBhwhuXYSV3IyE7nzrn6LJbaFpnpwNRG/I8RY9uCS3ae2cnYUhQnsfXJ/Rl8QECUU5GIsvWl5Cc4EMe4RCXEAIhaJeLV+w9FZLYUyZ9+TxyhiHwhUso+OtPwIs98/Nl9aP7VT+h9iiyW2haZ6fHBNqQUorURB9TRufG2zLTglxz3gA818PzFHbEYeSADAY3ZV8AGNA7jYG901i3rYLvX3PaYb8dSClI8tmEwrsI1u0k2RfVReo6EZ9wqPr0pXgQAogWb8WrKtYJWbWTkr4jamuuxw0XDOSaqQOIRF0SAhYGin0X8ivH494bRxGJeiDAbxnUNdj8+b+nNA1xHXp2V6IZpeTlh7HLdgFgpmaRfePPqXZ9h9xP6xgEHl403KLds1u2adrJoMvfEYljePB/uH2F4MBpcVwPUykSLAmu2yKwKKXA8fBL6JWZBI5Loi+2rfIOHYQsyyC8ZTluQw170ug4VcXUr53XpvndfD4Tn8/U39CPgygBks+Y3qxNhpKxMvroZ0TaSanL3hEFTQdLRXBqyjFTs2j0LKLukcVdv+Hhl1GcqhLM5O5EhZ9GZ+9FXkqBJyXV9VE8T5Ga5MdQ3gl5WO8XUWSP/pgX3o6ZlEbVgtk0bFyCU1GAvw1m2xmGwBWSdxduo7wmwrQJfUkJWbpkQhtyHBdf9kCyrnuQ2qXvYyR1I/mMS6h3AzRfM6ZpJ4cuGYgCpov91WeUzPlrrMEwybrmfrzU/gfMSr0vy5TIso0UvP6rpgzVgvQLbsWfN56IEwtkypD86vnFbGgq+Z3TPYFH7pjA8V5EEzQd6pe+S83C2QAIy0/WFffi1JSTeNpUGtogW4AnJDN+P5fK2ggAH36xnV9+dyI90oIdrsZQZ9ZgGxip+SRO/S4eklpHoZT+99VOTl1yaM4nHCr/8+LeBteh/L0/EaDx4Ds1CRCm/F9/2qdMgqJyzl/xi1ipA9OUrN1SEQ9CALvL6vl46c7jXqHUwo4HIQBlR6j89B9kXPx/cEPdj3lYxzAkmwqq4kEIYpmrX5mzQX9PPw5c1yNsCyK2OmiiWk07GXTJQIQTbVZvB8CpLuVIHncIAW5tZbM25UTjueSkFOwqqWux347iuuNe+cCLNLRos6tLUf5Ewk5b3NwqjAOUDTcPU0pc0zTtWHTJK4wy/ZipWc3aEgaega0Of8fiKINg/unN2qzuuXgytr7Dtj0mnNqjxSSFqWN7H/eM0zKQhAwlN2tLGDwBm7aZLee6in49kslKD+19Tym47vyBumSCpmnHTZfMvm0YkgTqqJzzPNHirQTzRpI84Upq7YPX6tlDCEGyFaVq3is0bl2BLzuPtCk3Ua8S4s9IhCHZVlzHi/9ah+14XHFuPiP6dzuqB/qtyfprGIIEr5qKD/+CXb6b0KBxJI29hJpI2z3qMwyJJwRfrC2ivDrC5FG9CFpHX9ZBZ27u/Lp6/0Bn325vXTIQQeybvF86SOXgSh8RRxzxOLwQsZlzhrLxpEWjY7D/P5NpGtieQqHwGQLnKDM7t/Y/QKxfNlK5ONJPxD78PkfDsgyEENi2c0zPL/RFrPPr6v0DHYjaW5ecNQexFDRhzwCMVk9mUwoaHQn4m/ZteSV2HLepRhA4J3DtR6xfJmAe10l6bVmvR9M07VC65DMiTdM0rfPQgUjTNE1rVzoQaZqmae1KByJN0zStXelApGmaprUrHYg0TdO0dqUDkaZpmtaudCDSNE3T2lWnW9DaFQu1dcU+7aur9w+6fh+7ev/g5OhjR9XpUvxomqZpXYsemtM0TdPalQ5EmqZpWrvSgUjTNE1rVzoQaZqmae1KByJN0zStXelApGmaprUrHYg0TdO0dqUDkaZpmtaudCDSNE3T2pUORJrWSvX19Xz22WesXbu2vU9F07oE46GHHnqovU/iZGLbNnfccQdZWVn06tWLwsJCbr31Vl5//XWi0SgjRoxo71M8anV1ddx1113MmjWLF154gREjRuA4TpfpH0A0GuWWW24hGAzy+uuvU1lZSVZWVpfq4x733HMPDQ0N5Obmcvvtt/Pyyy+zc+dOxo8f396ndsymTZvG+++/z+zZs9m1axdDhw7tcn3sVJR2wti2rW699Vb1ta99TX3++edKKaVuueUW9cknnyjP89RNN92kCgoK2vksj96LL76o3n33XaWUUnPmzFHf/e53u1T/lFJq7dq16sMPP1RKKbV+/Xp1yy23dLk+KqXUu+++q0aMGKHeeOMN9cADD6gXX3xRKaXUvffeq5YuXdrOZ3dsCgsL1Xe+851mbV2tj52NHpo7wX7+858zbNgwAFzXZd26dZx99tkIIZg4cSJffPFFO5/h0bvhhhuYNm0aAOXl5WRkZHSp/gEMHjyY8847j82bN/Pkk08yffr0LtfH0tJSnn32Wa677joA5s+fz/Tp0wE455xzWLBgQXue3jFbvHgxX331Fddddx3XXnstq1at6nJ97Gw6XRmIzsw0TbKzs+Ovw+EwWVlZ8dfJycmUlJS0x6m1qYqKCp577jmefvppVq5cGW/vKv0DWLRoEdu2bSMUCnW5z/CnP/0pP/7xj1m4cCEAUkoSExOBrtG//Px8nnnmGfLy8li8eDG/+c1vulwfOxsdiNpRMBgkGo3GX9fX16M6eVUO27aZMWMGM2bMIDs7u8v1b4/rr7+eCRMmcPfdd2Pbdry9s/fxtddeIy8vj9GjR8cDkWmaKKUQQlBfX9/OZ3js+vXrRyAQAGJ3uJs3byYlJaVL9bGz0UNz7cgwDFJSUigsLARgzZo19OrVq53P6ui5rsuMGTOYMmUKU6ZM6XL9g9iF+tFHHwWgqqqKtLS0LtXHjz76iCVLlvCNb3yD2bNn89RTT1FeXs6yZcsAWLt2bafuH8DDDz/M/PnzAXj//fcZNmwYQ4YM6VJ97Gx0Ybx2cN9993HZZZdxxhln8NFHH/GnP/2J008/nc8++4xZs2aRkJDQ3qd4VF599VVmzpzJ0KFDAcjJyeGiiy7qMv2D2Ky5H/3oRxQVFeH3+3nwwQfZunVrl+rjHo8//jg9e/YkPz+fn/zkJ0yaNIl3332XV155pdkQc2dTUFDAjBkzqK+vJysri4cffpjy8vIu1cfORgeiDmDz5s2sWbOGs88+m5SUlPY+nTbX1fsHXb+PBQUFLFmyhHHjxjV7JtaVnAx97Kh0INI0TdPalX5GpGmaprUrHYg0TdO0dqUDkaZpmtaudCDSThr33Xcfs2bNOux2jz/+OI8//vhBfz5z5kzee++9I95v1qxZ3Hfffa07WU07iehApHUYNTU1PP/880e07a5du44oqBwP999/fzyVkaZpx04HIq3DqKmp4YUXXjiibQsKCpg9e/ZxPiNN004EHYi0DmHGjBlceeWVFBYWMnHiRL797W8D8Mwzz3DOOedwwQUX8OmnnwKx9Dp33nkny5cvZ+LEidx///0AeJ7HAw88wJlnnsnUqVOZN2/eUZ/Phg0buPjii5k8eXL8ffc40iE+TdOOjM41p3UIv/3tb9m1axff/OY3+fjjjwFYsGABb775Jm+99RalpaXcdNNNvPXWW7z00kssWrSIP/7xj/ztb3+LH2PVqlVUV1fzySefsHr1ambOnMmZZ555VOezevVqZs2aRUFBAbfffjv/+c9/8Pv9bdJXTdOa04FI67Dmzp3LJZdcQkpKCikpKYwYMYIlS5Zw4YUXHnD7U089lZtvvpk//OEPzJ8/n8rKyqN+76lTp5KWlkZaWhqpqals3bqVQYMGHfXxNE07OD00p3UaQgiEEAf9+dtvv83PfvYzBg8ezIMPPnjM77WHlLJTZ9TWtI5OByKtw0hNTaWyspJwOEw4HGbs2LG888471NTUsHnzZlauXMmoUaMASEtLo6ioCNd1qa6uxnVdvvzyS84880ymTJnCnDlzjulc5syZQ3V1NevXr6esrIy+ffu2QQ81TTsQPTSndRiJiYncdtttTJ06Fc/zeOWVV5g+fTqXXHIJfr+fRx55hO7duwMwYMAAxo8fz6RJk5BS8uGHH3LZZZdx991389Zbb/H1r3+diooKamtrSUpKavW59O7dm6uvvprGxkZmzpxJMBhs6+5qmtZEJz3VNE3T2pW+I9JOWhMnTmzRlp6ezjvvvNMOZ6NpJy99R6Rpmqa1Kz1ZQdM0TWtXOhBpmqZp7UoHIk3TNK1d6UCkaZqmtSsdiDRN07R29f8BBhQm3EFVOhMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "还可以通过**style**参数，来提高不同分类的差异性。而且**hue**参数与**style**参数可以指定不同的分类变量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee7f5ccc8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAFcCAYAAACKk7oGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3xUVd748c+5ZUp6CCF0RESqoogiWFBEdrErq2LBXfXB3VW3yC7rWp6f7XEfy+ou9tX1UUTFXtfFguiqICggoHSQnhAgvU25957fHwMDIZQEkkwy+b5fL19OLjP3njOZ3O+c9j1Ka60RQgghEsRIdAGEEEK0bRKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJSV6AI0VFFRJZ6XPDPOs7NTKCmpTnQxmkyy1w+Sv47JXj9ovDrm5qY3QmnaHmkRJZhlmYkuQpNK9vpB8tcx2esHbaOOLZkEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJFSry6wghBBNRSnwmxpTR3ANH2FHIVuHNr0mbxFFo1EmTJjA3LlzASgoKODSSy/l0ksv5aWXXmrqywshRL0YhiLDjlAzayrbX7mDmi9fIMOOYBgq0UVLek0aiBzH4frrr6egoCB+7Pbbb+f666/nlVde4ZNPPiE/P78piyCEEPUSNCJsf/fvVC6aiVOyhcrFn7HtnYcIGpFEFy3pNXmL6J577mHgwIEAuK7LsmXLGDFiBEopTjrpJL755pumLoIQQhyQiUto49Jax8KbVmDiJKhEbUeTjhFZlkXHjh3jP9fU1JCXlxf/OSMjg61btzbonDk5aY1WvpYi2TP2Jnv9IPnrmOz1AzAtE8OfghfelYVb+VMwLYvc7OSvfyI162SFYDBIJLKrmVtVVYVu4Ehgsm0DkZubzrZtFYkuRpNJ9vpB8tcx2esHsTpWOTbtRk9g+/uPABpQ5Iy+lirHJlLP+reFgN0UmjUQmaZJZmYmBQUFdOrUiSVLljBy5MjmLIIQQuxVxIFAt6Ppcv0TOMUFWNkdieAnLD1zTa7Zp29fc8013HjjjRx77LH88MMP3H333c1dBCGE2KuQYxIiiJHVC89Nnp6Xlk7phvaNNYI1a9awZMkSRowYQWZmZoNeK11zrUuy1w+Sv47JXj9ovDpK19zBSciC1l69etGrV69EXFoIIUQLIyl+hBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBJSSmFZRkoleiSiAORQCSESD6mQVnIYe6yrVRGPJQpt7qWzEp0AYQQojEZpsHH8zby8kcr4scmnD+QkwZ2xHO9BJZM7It8TRBCJBUXxWszVtU69uKHy3GRPrqWSgKRECKpaK1x9mj5hCNOgkoj6kMCkRAiqRgKju2TW+vY8KM7Y6ATVCJxIDJGJIRIKsrT/O6SY/n4m/V8v7qIwX1zOX1wN7QjraKWSgKRECKpaK3RUYefntCdUUO6YRngRCUItWQSiIQQScmJurH/uwkuiDggGSMSQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAklgUgIIURCSSASQgiRUBKIhBBCJJQEIiGEEAllNfcFCwsLufXWW4lEIgA88MADdOrUqbmLIYQQooVo9hbRlClTOPfcc5k6dSqXXnopTz/9dHMXQQghRAvS7IEoJyeHlStXUlNTw6JFizj88MObuwhCCCFaEKW11s15wfz8fG677TaGDRvG0qVLmThxIt27d2/OIgghhGhBmj0Q3XrrrVx11VX07duX8vJyfvWrX/Hyyy/X+/VFRZV4XrMWuUnl5qazbVtFoovRZJK9fpD8dUz2+kHj1TE3N70RStP2NHvXXGVlJUuWLAFgzpw5KKWauwhCCCFakGYPRNdffz0vvfQSgwYN4m9/+xsTJ05s7iIIIYRoQZp9+nbfvn156623mvuyQgghWihZ0CqEECKhJBAJIYRIKAlEQgghEkoCkRBCiISSQCSEAIgtpTBNqh1NRcQFy8QwZHmFaHrNPmtOCNFCmQZ/fWk+S9cWA9C1Qxr3XDcswYUSbYG0iIQQWJbBig0l8SAEsGlrJZ/O25hUmUxEyySBSAiBYSg2FNZNcbN+SwWu5yWgRKItkUAkhCAa9Rh2VN19wc44vhu2ZSagRKItkUAkhEBrTarP4varT6BHx3Q6tU/lhp8NokeeJPEUTU8mKwghYjyPI7tk8P+uGQqAz1REo26CCyXaAglEQog4x/HYOWE7KkNDoplI15wQQoiEkkAkhBAioSQQCSGESCgJREIIIRJKApEQQoiEkkAkhBAioSQQCSGESCgJREIIIRJKApEQQoiEkkAkhBAioSQQCSGESCgJREIIIRJKApEQQoiEkkAkhBAioSQQCSGESCgJREIIIRJKApEQQoiEkkAkhEhKpmlgWXKLaw3ktyREC7X7TVRuqPVnGAplmazKL2f+qu14poFpyvvXklmJLoAQoi7DNAi5GtsyUJr4Y+14iS5ai6cNg//3zBw2FlYAEPCZ/O33IwiYCq11gksn9ka+JgjRwpimAtPg1/fP5NN5m1i1uYxf3T+TTduqsX1moovXopmmwZrNZfEgBBCKuLw2YyWGtIpaLGkRCdHCuK5G4fGbS47h7698B8A5J/ekW4dUohE3waVr2ZSCypponeMVNVFpDbVg8hVBiBZIAWlBO/5zWtBG7qMH5jgeR/VqT9Bf+zv2BSN6oRJUJnFg0iISooUxTYU2Df53yrecd0pPuudl8NgbixhweHsOy5NW0YGYaP72+1N57dNVVFRFuGBELzrnpOC6Mr7WUindytqrRUWVeF6rKvJ+5eams21bxYGf2Eo1Rv1M00Cp2Lfd5mAYCtM0cBy3Xq2QpvgdKtOgpDJCuww/aE1xReyxF23+INQaP6NKKQzTQANK6wMGocaqY25u+iGfoy2SrjnRYhmGIsMXxS78HmPdHDLtEHYTj9Wn2VGC1Ztg5eekuSUELadpL7gP2vXI3RF4PGfXY1E/Wmtcx8VzXGkJtQLSNSdarDQrwtaX7yBanA+AsgN0vuZBHJXRJAPPQcuh8us3qFjwUfxYztnX4ztsKJFo87fCo7sFnqgEIZHEpEUkWiTTNIjkr4wHIQAdDVH29Zv4raYJCjYOFQs+rnWsZOZU/ISb5HpCiBgJRKJFUgq8cHWd416oCnQTdbVoF6gd5HQkJLOthGhiEohEi+Q4HsHDjkL5ArWOZ5xwHlHdND3KnuHD3+XIWsfSjhlFBHsfrxBCNAYZIxItVrUXGxMqm/02XqiSjBPOxcvojNtEs+eqXR/tL5xE1aIZhDevIHjkUAK9j6ciLG0iIZqSBCLRYkVdcFQGwVOuAjQhz2yyIATgeZryiI3v6LNIO2o0rrKpCMuMKyGamgQi0aJprQlFIZZroHmCQmyGnNls1xOirZMxIiGEEAklgUgIIURCSSASQgiRUBKIhBBC7NXIkSOb5ToSiIQQQiSUzJoTQogkFQ6HmThxIqWlpbiuy5gxY5g+fTqRSIRevXqxdu1ahg4dysSJE7nzzjtZvXo1lmVx55130qtXr/h5/v3vf/P+++8zefJklFLccccdbNiwAYD777+fLl268NZbb7Fq1Sq2bt1KVVUVTz31VL3LKS0iIYRIUqtXryY/P5+pU6fyl7/8hVAoRPfu3Zk0aRL5+fk8/PDDLF68mDfeeAOlFNOmTeOPf/wjt912W/wcM2bMYOrUqUyePBmfz8drr72GYRi8+OKLXHLJJbUCznvvvceECRMaFIQggS2it956i/nz53PvvfcmqghCND/DwAUqqiNkpfkx67FXjhAHq3///px++ulce+21pKSkMHz4cLp164ZhGPH/AyxfvpzjjjsOgEGDBrF27dr4OV5//XXC4TAVFRXk5OSwatUqFixYwPjx44lGo3To0CH+3HPOOYe+ffs2uJwJCUQbN27kueeeY9q0aYm4vBCJYRr8Z2E+L/x7KVpDSsDi3l+dRLtUW4KRaBLLli2jV69e/Pa3v+Xdd9/lb3/7G2PHjq3zvL59+/Ldd99x/vnns3jxYnr27Bn/t0ceeYTPP/+cBx98kPvuu4/evXuTm5vLDTfcwIYNG5gzZ078uWlpaQdVzmbvmvM8j0mTJnHEEUfwzjvvUFJS0txFEKJBDEOhTAPPUFj2wf/JeMDUHUEIoDrk8Pgbi3CTZ8Nh0cJ0796d999/n8svv5wpU6Zwww037PV5P/vZz3Bdl8svv5wHH3ywVk+V3+/nJz/5CZs3b2b+/PlcfPHFbNq0ifHjxzNx4kS6du16yOVs9q3C3377bV577TX+/ve/s3HjRu6++27eeeedeBNRiJbEdT0Kiqp45p3vKSyuYcTgrpw1/DAy0/wNPtfGwgquf2BmrWMpAYsnbz6DdhmBfbxKiOTX7F1z33//PRdffDF5eXnk5eXh8/nYsGEDhx12WL1eX1RUieclz1fI3Nx0tm2rSHQxmkxT108psCyTaNSt9bjRzm+Z/PGRL6mqiQLw8kfLcV2Ps0/sgePErlPfOgZ8JhmpPsqrIvFjwwZ2Qrtui/4MJPtnFBqvjrm56Y1Qmran2ZshvXr1Ys2aNQBs376dLVu20LFjx+YuhkgCSoGyLNYWVmJYZvyxMhvnY62UYmtJTTwI7fT5gk1EDqI/zdSav/z6JAYcnkNmmo/RQ7tz5Zi+aBkfEm1cs7eIxo4dy+233864ceMoLS1l0qRJBALSLSEazrJNlqwr5r4X5nHteQP4bsU2lq8v5plbRhEJRTnUXmetNRmpvjrHc7ODGAbQwIaX63qk+w3+MO5YPMAyFNpxad7OcSFanmYPRIFAgL/+9a/NfVmRhKIRl749srlk1JE8+94SAB6ZeBrRiHPIQWgnv20wemgPPp67HoCg32LC+QMxaXAcAsB1NaAxAE8aQkIAkllBtGJKAShWbyyNH1u9qZRje7dvvIu4HuNG9eb8Uw+npCJM5/apsvZHiEYmU9VEq2XZJsvXF7NsXTGTJ57GL87pzz/f+wGfz0KpRtze2/UImoqu7YLguBKEhGhkEohEi6cU+H0mfp9ZK8BEIy59umfz1M0jyQxajDimC0/efEajds3tLplma4q24c9//jN/+MMfANi0aVOzZdNuKOmaEy2abWqCuoryOf8GzyX9+LMJm+lE3FhA0o6LNlQ8SGjPk4AhWp3P52/khenL2F5SQ/vsIFeN6cdpx3VrlHNPnz6d3/zmN1hWy73d17tFFA6HWb58OStXriQSiRz4BUI0giA15P9zIhXz/k3Fgo/I/+dEAl4lu/e87R54EhGEqmqiaNPAMw1opKnjou34fP5GHnt9EdtKatDAtpIaHnt9EZ/P39go5x82bBj/+Mc/4j/Pnz+fcePGcemllzJ58uRGucahqtdfzWeffcZpp53GpEmTuOmmmxg5ciRffPFFU5dNtHE+n0XVki/Qzm5ffFyHivnT8flaxrc7ZZk8/8ESJvxlBhP+MoMp05dh2GaiiyVakRemLyO8xyLscNTlhenLGuX8F154IfPnzyc/Px+tNX/605/461//yiuvvMIPP/zAV1991SjXORT1+mu+5557eO655+JZVZcuXcqNN97IzJkzD/BKIQ6FRpl23cOWr0nGgBrKNA3WFJTz4dfr48f+s2AzQ/rmMejwnHjmBSH2Z3tJTYOON5RlWVx99dU8/fTTlJSUkJubG88PN2TIEJYvX87JJ5/cKNc6WPVqEQUCgVqJ7bp27UpKSkqTFUoIgEjEJbX/yRjBXRl9lS9I+uCfNGoan4NlmgaLVm2rc3zBim0YZiPO2hNJrX12sEHHD8bYsWNZvXo12dnZaK0pKChAa82CBQsOatuGxlavFlH37t258MILGTVqFFprZsyYQf/+/XnssccAuPHGG5u0kKLtqvICdL7mIapWzAHPJbXvcKoItIhsBK7rcVzfPN794sdax08YkIcnU7xFPV01ph+Pvb6oVvec3za5aky/RruGz+djwoQJPPvss9x3333cdNNNaK0ZPnx4wltDUM/s2zsDzr40ZyCSpKetS2PVz94x7tISWkK7U5bJB7PX8u4XP6K15icnHsbFpx+Bl0Tdcsn+GYXEJz1tyllzrUGzbwNxqCQQtS7JXj+A9Iwg5VVhAEwFnpNcraG28DtMdCBq62SuqRCHKOC3UK6Hcr2kC0JCNId9jhFNnz6dMWPGAPDOO+/s9TkXXHBB05RKCCFEm7HPQLRgwYJ4IJo7d+5enyOBSAghxKGSMaIES/b+92SvHyR/HZO9fiBjRIl2UGNEkUiETZs2NXZZhBBCtEH1CkQTJkyo9bPneYwbN65JCiSEqMuyDLQZ+8+yJIWQqJ9HHnmEp59+GoCysjJGjx5NdXV1gktVV70WtC5b1jg5j5KNuSPBpexP03L5bIXpRXANH5Fo6+zSNSyDspDLE28spLwqyq2/OJ70oIUTSZ61Sm1dxQ9fUPLZSzjlRVgZOWSffgXpA0895PNec801XHzxxVx55ZU899xzXHnllS0yK85+A9GUKVOYMmUKJSUlnHHGGfHjpaWldVpJbYlpGqSaISIFa9CuQ1rXPlS6/h3bQIuWQClI9zlULfyEqnWL8XcfSMaxo6mIHnqeOqVAGwauBkPFsm83FcsyCHvwyscruObcgWjg5Y9WMP6sfqRYBo5MF2/1Kn74gu0fPIV2YmvRnPLtbP/gKYBDDkZpaWmMHTuWJ598ks8//5w333yTuXPnMnnyZBzHYdSoUVx33XWEw2EmTpxIaWkpruty5513Nmvqn/0GoosuuogzzjiDiy++mBdeeCF+PCsri9TU1CYvXEuVZobZMvV2nLKtABgpGXS++gHK3ECCSyZ2CpoOJR/+g+pV3wIQ2riMSMEqMn56I9XOoWXuVpbF428sYt6yQgxDcdbwwxg74gi02/gtFMsyKK+MsnFrBf875VsyUn0Ul4eoCTtkBPwSiJJAyWcvxYPQTtoJU/LZS43SKrryyisZNWoUv/vd77Btm0mTJjFt2jQ6derEueeey7nnnktxcTH5+fm8+eabrFu3jrKyskO+bkPsd4woPT2drl27Mnz4cLp06RL/ry0HIds2qV4zPx6EALzqciq++xifT/ruWwpLOVSvmlfrWM2PC7FwDu28tsmsxZuZt6wQiO1/9K+v1rKlpBrDaPxEp66r2bytkj9dOYTi8hDrCsqZcMFAHMeTIJQknPKiBh1vqEAgQM+ePenbty/FxcWUlZXx5z//mZ///OdorcnPz6d///6cfvrpXHvttTz00EOkpaUd+MSNqF6TFR566KGmLkeroRR4VXW/LbiVpSika67lUCjbX/uI5aPWjnoHQWv4fk3dG8TSdcXxfHiNyXFc+vTI5tHXF5KeYpPXLoUXPlhGVpq/RSR+FYfOyshp0PFD0a5dOzp16sSTTz7J1KlT+cUvfkFubi7Lli2jV69ePPfcc4wePZpnnnmm0a+9P5Lip4GiUZfU/ieBsXv3jiJ9yBiijtwZ9sW2TbRhoA0Dy977x86yDbydz7EO7qNpWQapZhitDLJPu7zWv2WdcikR7Ys9z2ehdgSl3R8fiEJzfP+OdY4f2S2L6G5jhLXqu0ddlFKk+Oo+3ucVPY3PMrn/xlO474aT6JiTStT1UIZqklZYfdT3/VOK3erKAeraOJSKTfDwDANlGgl7j+or+/QrUNaeX5r8ZJ9+RaNfSynFHXfcwa9+9SsuvfRS5s2bR8eOHenevTvvv/8+l19+OVOmTGn2ZAWyoPUg+EwPf6SE0lmvgxMlY/hY3NQ8Qm7DvxEn+2LB3Nx0thdXsa6wkikfLCUccTl/xOEM7d8RvVuGasM2+eSbjXz8zXqy0vxMuGAguRl+dAMmgAQsF7V1FSX/eRntRMk97zcYviCh/DX4Ox2O68ug2rFi1/p2I2ce3x3Q8cfaces3kcEyefnjFXw+fyO2ZXLBiF5kpvo4oX8euB7KMliwYjtvfrYKyzIY/9O+HNElE+16KKVItyNUfT+TlKNHobQXe3zUGVRE9j52ZRgKy2fhuS4eBpU1UaZ8sBTLNLj2vAHYSjfpRJk9P6OGbfHJtxsYdXw3FCr+GMer9f4pBel2lKrFn5IyaBRK69jjo0fts66HSikFpsEL05exaNV2enXNZML5A/Ebar+zWxO9oLWpZs21Fi1jv+VWJuIaOHZ7Ukdeh0IT0rZM4d6PmqjL3c/OiXclPfXW9+RkBOnTNQPH8bBtk/8sLuClj5YDsK2khlufmM1TN4/EqGd3p1IKO1JG/hv3xY8VTLmVvMvvhJ4nUhl10E7spu568P6XP/Lt0i20ywgwf/lWju+XR7tUG6cerVqtIScjwN3XDcf1NF8t2syC5Vs5oV8epmmwYVsVj76+MP78e5//lskTR5DhtzBNha4uo+yrNwgXrMGrLCFasoW0gadiGPZev2R5niYSioJh8Ndp81i6tjj+b4Ul1dz2i+ObrVs49v7pOu/fkL555KTVfv8sy0TXbKds9luxulaXES3OJ23gqZim3TTB01A89voi5q+IjeEWLw2Rv62Ku687kZbcLkofeGqbCjx7kq65g+R5mpBjUOOYEoQO4JulhXXGMz6dtxG9ozsn4nr8Z0HtTB2O67Fmc1l8rdaB2LZB9Yq6ORErF36CgRu/vudpLKX5y69PYuWGUub8sIVJVx5HuzRfvQf/DTQ9OmVw17Nz+O9/zGb+8kJ+e+kxmAoM02DGtxvrvGb24gJs28RxPCLBXHIvmEjNym8I56+i45V3U6VTDtjS96BWEAL4cXMZbjP2EMTfv+t3vX9/vOI4ctLrvn/RqEskkEvuhX+gZtW3hDevpOMVd1FFapO14LRSLFi5tdaxzdsqicrEjhZNApFoct071O2u6J6XFv+GahqKzu3rzsTskH3gm/NOnqex29fdSMzO7Y6ra38X1krx+syVWKYi4DN56/PVeKh6jxNp16Nf9yyemDSSp24eycO/G0Gqz4h9IdGawzrurb7peF6sa86vIpTNfSc2mcKwKJv1JkHjwGuRlIKM1NqDLEG/hdnMYyBaGbzx6a737+3PV+NCnfdPKWJ1nfN2vK6ls96qV10Pumxak5NZexmFzzKwJRtFiyaBSDS5np0zGHRE+/jPndqn8tNhh+Hs2G1Vu5orftqX7PRdA7YjBnchK7X+i08dx8PXpQ/+rrsW4dk5XUg7aiTR6K5vwzu75pb8WMRffn0Sf/v9CLaX1lBaGcY0639D166Hcl18CrIzAng7vuFHoy6nHdeVbnm7glG/w7Lp37MdjuPFu+acsm10uvpBOl55F6GNyzB09ICD6paC315yDNaOchqG4vqfDaI5b7E7u+Z++LGIe3+14/0rq6G0IlLn/Yt1zZXhlG6l09UP0Gn8PYQ3LcPwog16rxvCVvDbS47F2tGSNhRcd+FRmDKjtUWTyQoJ1iYmK2yvQBsmNRGHqOORkerD1F6t7hnTVLjKoLQiTNBvEbANdAO7PJVSpFoRVKQK7bmoQAZVrq/O58U0DQIpPmqqIyiIP/YOsou1zmC+ofAMg4rqCIZSpAYslKfjQdVnQVrQpKzaw1SatBSLsiq3Xt1VylR4KIrKQrTLDGBqjW7iv4c969eQ989nQVqKRXm1i4GOP67PWNzBUoZCK4PtZTW0ywhgKg74WUr0ZIW2TiYriCanNeC6BE1F0DTBcdkzB0HsJuySnWKh9YFvHHu/jqYyaoPKAhOIAnv5Juy6HlUVofjPuz9uDJ6nwXNJ37nA2fVqlSLiQHFF7B1wgeLy+i+y1a5GoclN96H3OG9zacj7F3Fq168hdT1YscDsxt4jLzHvkWgY6ZoTLUrrap8nTnO+T9pzCdj6oNd2JYp8llqP1vXJEuIADMtEm7H/lGkcaiKFNs00FZm+CCVfvk7VJ09iFS4h1W76Fo1oXJs2bWLGjBm1ji1btiy+PURLIF1zInmYBp9/t4lpn6wkGnU5aVBnrj13IDqavDdPyzaIuLFBeZPGXdiaYoQpfPlOosX5AFSv/IZ2o6/F1/vUVrulRlu0efNmZsyYwahRo+LH+vXrR79+/RJYqtokEImkoJSitCrK8x/s2jvry4X59OmRzYijOxONJt/ePYZt8tE3G5k5fyO5WUH+67yBZAatxlvXFqqMB6Gdyue+T26vE4jg38eLREvy0EMP8cUXX7B9+3bGjx/Ptddey2mnncbcuXN5++23ue++2ALwkSNHMnToUBYtWsTgwYOZPXs206ZNY926dXW2jGgK0jUnkoJlGSxdWzcZ6fzlW3GSaJblTpZlMmPeRl76aDkF26tYvHo7Nz/+FW5j9kWadSeGK9sfX4gsWr4//OEP3HrrrZxyyilMnTqV0047bZ/Pvf7668nKyuLss8/muOOOY/369UyaNIkHH3yQV155hXfffZeCgoImKae0iERScF2Pvj3a1Tk+6IhcTAOcJGsQRVyPz+fXzkZRE3bI31ZF15xgoyxx0HYKgZ5HE1q7eMcRRfbpVxImQCzPg0gm3bp1wzTN+P+3b98e3zICiG8Z0alTp0a/tgQikRQ8T5Od7uPSUUfy5mercVyPE/p35LTBXXGScIzINBQdsoNs2lpZ63h2hr/R1tlVOTbtzvoNXtF6wls3EDziOKJmmuyD1MoEAgGqq6uBWDCpbwaR3beMSEtL47XXXiM3N7dJyiiBSCQP1+OnQ7szemgPtNYYCrST+CBk2yau1hjQaDdxpTXXnDuQFeu/pCoUq+PIId0I+kxopDEiraEiapPb61giOX2odFx0krUs24IBAwagtebKK6+kV69e3HXXXfV63SAB7lkAACAASURBVO5bRkSjUXr06NFk20NIZoUEawuZFZK5frDvOiqlUJbJ5ws2seTHIk4Y0JHj+3XAa6SJEzuzURQWV5OZ6iPQiEFod235d3gw5xENJy0iIZqINhSTX/2OhSu3AfDtskJ+emIPxo3qjdcILaOd2Sg6ZgZi6YMkC7xopWTWnBBNxNXEg9BOM77dgKcbd9ZZK+vUEKIOCURCNBFDxf7bnc820ZL9TIhaJBCJpGRZJp5SGKZxwO0VmooBnHVSz1rHrvhJXyxZhyNELTJGJIDYzC7DUDiO16w7zhqGwrZNtIZIpHFmuJk+iw9mr2XW4gJ6dMzg52f3w28azb6TrnY9xo44gpMHdWHF+mKOPqI9Wak+3GRb1CTEIZIWURunlCLD78CPswj95//wl6xuvsSWpkFJtcPUj1bw8bcbwDLrvTX43timJtMXgW0/cuaANMYM6cDX3+dz21OzcUlMK0S7Lh0z/Yw8tgtZQfugtrcQItlJi6iNS7UiFL37N0IblgJQuXgm2Wf8An/f0wg33Y7OWJbBhu3V3P7U7Pix6XPW88ANJx/0+fw1BWx+8Q50NLY/zvFDx+KOHsj/fbSWUMQh0ES7gh6I52k8T1pBovk9+uijvPvuu+Tm5tKlSxduv/12srKyWLZsGV9++WWT5Y5rKGkRtXGGG4kHoZ3Kvn4Lnw436XUdD179ZGWtY9tKathQWHFQYzp+QhRN/0c8CAHUzH2L4f3aoRT4fI23obZSxFtuMtwjGsP06dM555xzOP744znnnHOYPn16o537sssuY9q0aXTu3Jl7770XiGXfbilBCCQQib3cSJU6+I+FaRpkp5v4LI1pGnjhGnzWXmaJKdjbZQ52YoGBxindusdRDdEQY0/r3WgfdKVAWRZhT2PbBsqyKCyuwkxQa0u0ftOnT+fee+9ly5YtaK3ZsmUL9957b6MGI4DLL7+cr776CoC5c+fGc8gBvPXWW/z3f/831113HWPGjOH5558HYPz48Tz99NOMHz+eMWPGsGbNGgCmTp3KuHHjuOiii+Ln3LRpE+PHj+exxx7jnHPOoaysrN5lk0DUxrmGj2DPY2odyzz5YsIq0OBzGYYizQyR/3+TsCvySVWVbHr2j/iqt2JZtW/UJnD56D61pjd3ykmla27aQWXOiCofqf2G175GaiaZ7bI5a3iPRlvsadoWb3y2ij89+hXbK6I88OI87nxmDr6Ar1HOL9qexx9/nFCo9nbroVCIxx9/vFGv065du/0Gh9mzZ/PXv/6VF198kWnTpsWPFxUVMXXqVC666CJmzJjBqlWrePXVV3nxxRd54oknuOeee+LPXbRoEZ07d+Zf//oXmZmZ9S6bjBG1cdWOTbuzbyS8cQmR/JWk9BuOTsuj+iA2PvM8jYeBv8uRbHnpDgzbh5WZi5mWjbfH/AfX9cjLCvLIH05n5vyNdMgKMnRgRwzP42BGU8KOIuPkS8CyqV4xF19OF9qNvpYqz9+oGQfcqMvY03uzbG0xN/39PwT9Fg///lQiTTmgJpJaYWFhg44frJKSErKysvb576NHjyYjIwOAaHTX53ns2LEA5OTksHnzZlatWkVpaSlXX301AJ7n4ezI6dirVy8uuuiiBpdNAlEbpzWURyysLsfi634cNVEXz6kbhAxD4SmF1jsWaXp6ryv6azwf2adeRtUPX+CFHbKGX0QYP1rrWG40YucwDdCuJtU2uOiUw9FaE426BxWE4vUIWwROuJi0IefhKZNKz8ZrxB1Ld1wJBfGuOMNQse5EyW4gDlJeXh5btmzZ6/HG9NprrzFixIh9/ntKSkq9jvfu3ZvevXvz3HPPEYlEeOaZZ+L/lpaWdlBlk645AcSyQofDzl67xUxTUeNqHn7lO3778Oc88/4S9F4WihqGItUIUTD1NuzcbgR7D2Hb+49hVxWQpssIhrdRXlzM/3vma/75/lL0jgH/SMRptB1UQ1GodP1UO1aTJMfd2TVXsL2K+244iS7tU7nn2bnSNScO2g033EAgULsrPBAIcMMNNzTK+adNm8bll19OYWEht9566yGfr3fv3owYMYIrrriCcePGEQwGsaxDa9NI9u1mZpoKwzBwHBetmzazsWXFZoo59VxAaZoK19VYloFpGoTDO/rTTIM/PzGLrSU1ZKb5cByPI7tnc9O4Y3CjsXrsfG26z6F64UekHXMmnjKp/u5DUvsOY8ur9+JWFBE88gRCgy/nt08s4IQBefz6gqP2u7ZGqR1ZEjzd4AWphqEwdyxk3VeAjZXdQGsPZy8twbrlUWCZhCIOaX4TRysijkvAVLitZJ+ene+L43j1ylMn2bcbdp6DMX36dB5//HEKCwvJy8vjhhtuYMyYMYdcntYioV1zN910E6eccspB9Sm2NkpBmh3FLdpIpHA9ab2OIWpnNMm1TFORZoapWbsQUGT2HESl69+RrXnvUm0X23DRtomuLsbwBwn4FDWuj0oHtpbUkJsV5E9XDcF1NaVFJaQZIWp8PizPwTY8qpVFRcQi5ZizqHAMLMsgpc9QlGmSfeolVC2fS85plxONRunbI5t5SwvRFx69zzIFLA+fW0X1ivn4sjtj5fWkMuqrX5JP02BbeZgla4sYeHgO7dJrjxUp0yDFiuAWbSJSuJZgz0G4/kyqo/uf5q21RjkuKZZBNOKilKJz+7RWc6NWlklBcTUrN5QwqHcuGSm2ZO1uAcaMGdOmAs+eEhaI/v3vfzNz5kxOOeWURBWhWaWYUUo/fobqld8AUDJzCrkX/RGdNbTRr5Vm1JD/7CS8mtjN0UjJoPPVD1Lm+vf6fL/PwN38PYX/eoyOF99C9dqFlM//kG7X/R1ftJSAvwN+22TS+CFM+ddSBh7ejguOjLDp8dvJ+tlteMXrKZz5Il1veBLHs6mOAGgMQ2OlZbHxqd+SMegMsoaey+bn/0z70f/FqCHdqQo5aE/vNeeBZRkYpevYPO1u0LEbZaB7f7LPvYnKqL3f+humwfS5G3h1xq51Spf/pA+jj++G53ixjeqi1RR/9gKh5bMAKAHan/c7Aj2GEArvvwWptY4H9dbUoaBMg9c+XcX0r9fFj/3ywqMYPiCv1bTmRHJKyBjRtm3bePbZZ7nssssScfmEMHUkHoR2Kpk5FbeqvFGv4/NZVC7+LB6EALzqcqqWfLHPRZ3hiIevaz8Chx1Fwct3Uvb1O+SMvIqy+R9R+tlUAirCr8cezfPv/8CVY/rx0dwNrAtn4zviBEpevZPiT54j+8xrCLuqVhdYNKpxqyvJGfVzyr55n4KX7yLQpQ++7gN5f/Z6fnfpMViWgTYNlGnUWhzq0yFKPpsaD0IAoQ1LUaGKAy4idYE3P1td69gbn67C3bH9QjTqkmZ58SC0U8lnU7Hdmv2fvBXzgA/nrKt17MUPl1OPHkkhmlRCWkR33HEHt9xyC19//XWDX5uTc3CzMhItWlS36yaWBUA3+q6OReHqOse8cDXZmXufFQPghirx5XShZtU8AKzsjlSvno+OhAj4DIYf1YnBR3bA8Tx8tsnG7dW0y+kWf32gQ3d8aamkWbVbK24N6A6HEVs5q7Hbd0WbFnf+1zBWri/m9qdmE4m6nHxMF6674Cgy02KtNqeqFB2pvbYCAO3Qvv3+36/tpTW4Xu1v+I7rYZqKnHax10aKq+q+R5EQlm2Sm93w30dr2Jlza0l1ncl9kaiLZZm0a5e639e2hvodqrZQx5aq2QPR66+/Tq9evRgyZMhBBaLWOlkh3fbj69CDyNb1u44NORsj0LjjC0pB2rFnUjbv37Azv5lhkXb0SLZvr9jrLGO/z0BtXkzZnPdoN3I8oQ1LKXzzAbpd93fC2zZRHjJwnBC+gM3DLy7g+H65nNQ5zLZXXyF1xHjYvp6Cl+6k6w1PUhKx478fpRTZaYqCl+8ieMRgUnofT9H0f+DvdAR0Ppb/fWFevAxffLeZI7pmcfoxnYlGXWzbJuOEcyma/lT8OVZmB1Qw64DvlzINhh/VmVmL8+PHThrUGe16bNtWgW2bKM/C16kXkYI18edkDBlDyLWoaeDvo7UM5ivT4KheOXy/pih+bPTQHmjX3W/5W0v9DkWiJyu0dc0+a+6Xv/wl5eXlWJbF5s2b8fl8TJo0iTPOOKNer2+tgcgwFOlWhMqFnxAp/JGUAadgdx1AMDO70f/I/abGFy2lfM7bgEHGsAsIWxlE3H33xGb4HdySAuzsPLzqctzqMozUbFxfBtVO7PuKaRpURVwsyyDH7xAt2oSX1Q2foXGLN+FldaVmj8H+nAyLUOE6zMyORLWBUZ6PmdWJmUtKeOKNxbWee8yRufzu4kHxWXSptoO3dQ2Vi2Zg5XQh47gxVLrBA86e25mGZ9bifBau3Mbgvh0YNrAT2nHigdjyWfi9akI/fEakYBWBvsMJHDaIinDDc9K1lhu1UgplmXy2YCNLfyzmxIEdOa5vB7wDTJ1vLfU7FBKIEiuh07cfffRRunTp0qBZc601EO3ksxUGLo62cRy3yf7IDUPhM2PvU2SPsZt9se3YlF6fpbAsRShCnZu+YSoUCtf18AdMnGhsWrXPZxCJ1A0QubnplJZW7ZgqHLuG62qKq6JMnPxFreeOH9OPM4/rgrPbwLllGVjKxcMkEm3YgLplm3haYyiFs5ebre0zUVpj4IDlJ1RzcNkRWtuN2rZNXK0xoNZ7vS+trX4HI1kD0aOPPkpKSgrXXntto51z06ZN3HLLLUydOrXRzpnQ6du/+c1vEnn5hIhENbE5Ik27LYDnaULxe0z9And0x40+HNWE95HiRymFqyGqNabjYRkK12WvQWjP8+7+OCvNx6WjjuTNz1bjuB7H9e3AGUO64URr5wJyHA8HRWyofd8MQ6F3lM3ckflhZ/DZ1yujkZ2/AwOibSdFT/QA74toXtFolIkTJwJw//33c/PNNwPw8MMPY9v7nyGaLCTFj4hta2DFdklF73vhqGEZfDh3Pa9+uhrP03Run8o9E07AbxlEGjr1yvX46YndY2MUWmMo0Ae5c6lpKqJa8cw7P7BifQkDDs/hmnP7Y2padetZtA0TJ05kwYIFAJx11lnxPG8TJ07k0UcfbfTrjRw5kpkzZwK7eqW6dOnC1KlTMU2TtWvXMmzYMG655ZZ4NoaqqipSU1N5+OGHgVjwvP3221m6dCldu3blkUceOaQySYqfNs40Fa5h8OZ/1vCPd39gU1E1ah+7pNZEXKZ9sip+c8/fXsXUD5djGAf33Vo7Hsp1MTwP3Pqt8t8bB8X/PPcNc5dsobQyzKzF+Tz08gK8JNksyDQVQcslaDlYlvzJJqtwOExlZSXhcNPuBbYvc+bM4eabb+aNN97g/fffB+C+++5j7NixvPLKK5x77rksXLgQgO+//55x48bx1ltvsXr1arZu3XMLloaRT3Ub5ymDP07+kne/+JHZ3xdw21OzWZNfXueGZxiKLUV1pzz/mF9JNMELUTxPs66g9nqspWuLSYbGkM/0CIa3UvHxE5R/8Hd8xasJWs20lbtoFvfff3+dLjjbtnnggQea/No1NbvWzQ0fPpzOnTvj8/niue9WrlzJ4MGDATj//PPjCQj69OnDwIEDgVhW7kgkckjlkEDUhpmmYm1BOaWVtb+BvfX5avYcw/Y8TfeO6XUSnR7fpx0Bu/lbHkrtyPtGbDZfSqB2L3NWmj8pdk8N6BoKnr+FmtXzCa3/gcJX7saoLJSN+JLIzTffXGvbBYh1ff3pT39qkuvZtk1xcTHRaJQvvtg1YWhv2bd79+4dbwVNmTKFyZMnA5Cauv91Zw0lY0RtmNbg30u2hYDPQqm6UxwsZXDHtSfwxJvfU1RWw6mDOnH+iCMIOQeeTNBYlAIMk/KaCNUhh7ycFNbll3HdBUfx6GsLcT2NZRr85pJjsFRTTwlpWrZtUr1sDntu5lQxbzopIyfgtubKiTr8fj+2bdcJSofq+eef57333gMgIyODyy67jEmTJtGlSxd69+6939fefPPN3Hbbbbz00ksEg0EeeOABKisrG7V8INm3Ey7RU2OVZXLXs3PjXVuWqXjwN6fQLtXea5JU22fieh5KKSw8HE/tN5lqY9dPWSaPvLaQ71ZuA2Itn9uuOYFZCzdz8jFd8TxN+6wAytNor3mCY1P9Di3LwNw0n+3vTa51PGPo+fiOH0t4PzMVG1OiP6PNIZHTt2XWnASihEv0H7lhKLRpsHx9CUWlNZwwoCO2oQ64NcO+PjW2bWIYimjUxfP0XutnGLAzRuzrXHs7bhiKgtIQtzxRO0fc6cd1IzVo8cGstQwb2IkJ5w3Yb/kbW1P+DrP8Eba8fBfRos3AzgS2D1DuBJptL75EfUb39zlrbMm6jqi1kK65JODzmUR2rInZ/XF9eJ4Gz2VA9yxUj+zYAkelCHmaoN8i4LcprwgR8FkE/SZmpBK3oggjmI5j+ONZF3YGtFlLtvDj5jLOGNKd3Kzam32l2i6mF8KpKsfKyKGaIIUlITLTfPHgZ9omBi6hiIfls2Nbh+9ocRmGYmtJ7aSkh3fJ5MjuWeRkBvj02414nt5rt2JrZBgKp6qMnJ/8F151OV40jK99FzzXZWfuvmTkszRBFcGpKMJMyyaCj5DT8IwXovWQQNTKpflcvKIfsdv1QCnij6sOsK/OnnausFe2xYMvfMv1lxzDhi0VPP7GIv581fEUllTTLVBJ5Rt34YVis+fSTziHlCEXxHZDNQzu/b9vWLO5DICP527gpsuO5bSs2ABoiuVQ9e07VHzzLwCMQCqpY+/g4WlrKdhexbgzj+SsE7uhitcR/u4DtC8VjjmHSDAL2zDwPI3jePTv2Q7LNHBcj19eeBSpQZtZi/LJzQryP78aTtBvkRTT5YhloaiY9QGV33+OlZWHMi2iRZvJPOln2MdeQCSSfLPnLMvArtjA5ml3o50IoMg+4+cE+pwiwSiJyay5Vsy2TajaTuG0u6lZ+CEVs1+j8JX/wfLCB7XexLIMlqzZTkqKj+9WbCUlYJMatLntqdlsKdhO5MsX4kEIoOKbf2F5sQzZVTXReBDa6dVPVlJeFZuRZ3mheBAC8EJVRL96gQtO7Bh77oyVRByP4mn/j6rlc6hZ/CkVr9yKHa2qtR7IVpr7bjiJ8089HNNQPPzyAuYu2cK/Zq3l3ue+Ieg399t1a5oGPp+FuY+1Ui2J54GV3QkAp7Qw3j1nZeW1qn2QGiJADUUfPLEjCAFoSj6bik8lX9AVu7T8v8Y2SikwLBNME20Yew0s0aiLm5JLzphfUzbrdSoXfESHn/2JkArUK4dY7espTNsiJWjTuX0Ka/PLmf19Pmee0IOasENuho1TUljndW51eXwa9Z4MQ6F3nNutKqvz705pIR0yfUBsLKCqohJl7mqk60gNkQ3fYxq76u65mtx0P+edcjgfzllf63zF5SEKtlfXmWK+U5odxVe0nOg3r+AvXU2a3bLT+kSjLmlHn46VmRs/ZrfvRqDnMfE0PcnGUIpo6R6fM88F59DWqYiWTbrmWiClAMvkhenLmLW4gLx2Kdz4s0HkZgbqDMKbSlOzdV3858jW9QQ69Kaha7Mtv8U9z87lJ8MO47xTe1FcFqIq5PA//zeX4Ud1Ys22KF2PHIYz771d5fSnYGa0R0c0qUGb3t2yWLWxNP7v487sQ2aqn6JQFCszF+ULoiO7xnjs3sP4ZnVstl5Gqo90P1S4tYODL5iKacLuh13XQxkGgb1OPTf32loIWi6Vs1+n4ruPASj/5l9kDLuAwLHn75h+3jJVugHyxv8Fp3QLyjAwMjpQ6fhI1vGhKBapfYZStWx2/JiZ0R5t+aFlf28Qh8C8884770x0IRqipibSbDNpmkNqqp/q6trf9kzL4LWZq/l47gZcV1NWGeGL7zZz9smH1xr/sG0Tq7qQog+fpsPFtxA8/BiKZzxP1nGjcU1/A2cXKhxP84+3v+eL7zbTq1sWh3fOJD3Vx4kDOzGgVwd8eT3w+yycsu3483rS4cI/EDLT8bxY0/qUwV3p0TGDDtlBfnnBUfTISyM1xUdN2KGgPEq7ASdCST5ae6QfOxo18Ke8NHM9h3fJ5OarhtAu4FG5cEZ8HyUruyPtTr2E6vBuXXO2iWkaKOCIbtnMnL8x/nno0z2bM0/ojt5LvVPMKNvff5Tdb+CRgjVkHf8Twt6hfR/b2++wsWitCbsmrj+LqJVB2DWa/fPflPXbk6sVmUccjY7U4FaVEujah9wLJlJNSpPWu7HqmJrqb4TStD0yfTvB9jZt1DMUf35iFttLa+9Qev8NJ9Mhw1frDzJguQQsTY1joNDxx2GnYb2uSin8KT4m3PsJVSGHC0b04tJRvYk6HtGoh8+MZbc2tYOtw3gYhLW/ToLUvU3fXrC8kDuemUPXDmlcOKwjeZk+evbsHDtH1MNQYKIx8EgxwlSvXoARTCXQtT+Vrg/X1ZimgasUc34oAGDogE6YhiYU1cxbVkjHdin06pK5z5x1GXaIzY//mlotCcOiy68fpzx6aDePRE/Bb2rNXT+lYntqWUTwMAl5dpP/zcv07cSSrrkWyFSK7nnpdQJRdoa/zk025JhE9a5Fpbs/bgjLb3HXM3OwLINRx3fnnf+s4YiuWQw4LBtTQVTD1uIqOmSnECUFz3Exzdg40O43iT3HLqpDUd778kcANm2t5NF3VwPw+3F+Bh+RE0t4SiwDgouizA1gH3EKGIoK18MwFMpzcVD8/uHPqaiO9c+89NEKJk8cgQ/NiKM74Xkadz/Zux1tkzrwFKp+2JXSJP3YM4notrFgsDXRmh3dpTu/ICTPF0+xdxKIWiClNdddcBS3PTWborIQhoIrf9p3x1qbun+UuweePYOQaSocVKz7zAAT8PZoxSgFQcJcPLIXXfMyaJ/iceKADnTpkIFtKjYX1fDf/5jNcf3yOGt4T3IyA6QHLbaVhchK82Pg7fMbq2kY9DusHUVloVqJSTNSffvsanG0ZvWGMj6es55Ouamcf0ovvluxNR6EIDZL79NvNnD2sMPqNY252jHJPO0qgocfS2jtQoJHHI/dpS8VEZmvI0SiSSBqgTxPE7QUD954CqGog882MaDB2QIMQxHx4C9TvmFtfjkZqT5uumwwPfNS8XYLWOm2Q+kn/8egYRdhpHiUfPxPBg27iLBfEXY0j76+kIjjcc25A7jzmTmYhuLSM49k8ivfcd6ph3PuST3j4zo72baJbWiMmmJGZ6/l1JGphDIHc8/Ly0gN2vTslLHXFoxlm8xbsY1HXoslWmQZzFqUz53/dWKd59ZE3AYlNq2IWFhdhxDoMQTH1YSaKUUO7OqyjETcpJ16LcTBkq+DLZTranBdAobCcGP79TSUpxRPvLmYtfmxlkh5VYT/ff4bPGVgGIoUK0qGHUEpjRcNUfDi7Wx95R6q18Q26YplKVAUFlcDcM+zc5l4+WCKy0M8+OJ8jjqiPeeefDjubt1xpmmgLJN5K7dBqIyiudMJ/biImo8exfr0YSZfP5g7rh2K2kceuIirefeLNbWOFe2Ywdd+t0wNlmnw0xN7NHhRp+O4hMMurqv3Oe28MRmGIsMXhTVfEpn7KmnOdgJWck69FuJgSSBKYhpYuq641rGI4xGJuqRRTul7D7H5yV9T/PGzdDj/92gnSqRwLdmnXoaT2gHHBUNphh8VW1TZpUMaZZVhQjtSCBUWV+N6uta6HU8pbnliFt3z0li4IcRzBX2ZlTmG9MsfwAtVYpTlo7x9d+UpNMFA3YZ6wGdyzy+H89NhPfjJiT145A+nEbAaPoNsZ2BIqd5ESs0mMnzRfa47agypVoSt0+6k+MOnKf/mffKf/SNGyfr4ujDTVLLZnWjz5C8giSmg/2Htah3zWQbtfFG2vn4f4U3LUcog47ifsPXth1GWja9jT0q+mIZVtRXLjHUHXn3OAMYMP4wJFwzk2feWMGxgR/552yjCEZd/z14b39HVNA1+zC9n4BHtmb98G/dN+57ZiwuY8vFa/vft9fhH/hIvXL3flohtKH5+Vv9awaF/z3ZkpvoIGIorzjySK888kqCp6ox11Ue6FWHry3ewZeptbHnhNra+fAfp9sFN21UKArbGqSolYHl16qWUwivfGs+IEKMp/eJV/CpCui+Kv2Q15sZvybRD2NJRLtoo+egnGdMy4pva+UzF9WOP5i9Tvo2PEU28bDCGF93j5giGL0DnK+9BpedQ8vE/0YBWCgyFdhyuGdUdr2w991w7GMs0CFgu9994MoaiVtec1pphAzsx+dXvap1/1cZSnIze+DP9+x2bcRyPTtkBnvzTSBasKCSvXSo9O2XEp2VHG5DQdU+2bVK94guixfnxY9HifCqXfU2g/xmEQvVfMamUIt2OUP71m5SuXYSvU2+yTrucSjcYb+0pxd7z3mkPS7lsfeN+IltiMwqV7afTL+7HNbOTanmCEPUhgSiJKMvk0wWbeO/LHwn6La4+uz9HdsvkzmuH4qFiaYO0RlONEUzDq6lEu1EK37ifvIv+CKnZlEYsSgdeypPvr2f+isWcNfwwrjqjB2WfT6Xqh/9gprfDq64g67QrCPQ7nVBk9xl7Hr26ZLImvxx7L91NdmoGVS4caDqu52ps4OSBB56W3RC2bVK1WxDaySnOx25g30DQjFLy0T+oXjUPgGhxAdHtG8gZeyuVXixtkedpzMwOWNkdcUq2xF+bddqVREu2xIMQgI6GKf3yFVLPuI6QJx0Vom2RQJQkLMvk+3XFbN5WyR+vOA7bMthYWEEo6lEddli2tph+PXPIy1CYStHl6gdAKTzPo3zeB4TTu4D289qnK1m+rphLz+zDz87oQ1YAfETIHHwm/g49KJ31BtqNUvrVa+T1PxUsG9fTmAoy/B4hV9GnRxaTbzyBPz+zgEjUZdzoPvTslIlh/P/27ju+q+p+/PjrnHvvZ+WTSUIgYe+NDFEExcVPxT06HK3WOr+ttpbWWmuttnZoSzdJXQAAIABJREFUa79+1dpF625dgKMqirgQlK3svUP2Tj7rjvP74xMCISAEAgnxPB8PH4+b67039yThvj/n3HPeb4klXUIyBggc4SOuLFy76YQDaUikIXFsByElps/EtZ0jXlmfSLiEhp9J3ZJZTfb7hpyOaycv7jMhIOKgPDwMosqPX9iYOCAECWURcySmcIlsWNL0+sVbkZ4N+Br31Xt+ulz9K+pXf4JTWUh45NmocA7urtXN7s+L1CKUx9EcMQ+YHj5hAwpHmXjCwEcClIeDSdT17XdWn2kIgjKO8ByUNIl4/sNar6Zp+6MDUQfhoYjEHXrnpfObJxcSjTsM7pXF0D6d2FZYiwJqK8rp7jMp//gFIusXgWGQfuL5pA49jS2VCQpryxjUM4szx3bnsZc+58pJ3ehUu4gdS94A1yU04ERyr/gphf++H9/wySzeWMOfpy8nEnPo3z2Dn359EGGfoC6awJv7L/500y2U20Ee+c8y1m2vJBQwueWigQyo+pT4sv+SdtLFlHSdSG6XHLyGYCQNQXXE5sX31nPLZSOorInxwnvrufmS4Sj7yDIwO46LFc4m9ZK7SCycDoB14mXItBwSjoPf8BCFqyh86y948Qi+rn3JvezHVM2fSe2y2SAN0k6cQnjshSgERko6bv2e3HrCsMAwm1RNd11FtevDN2QyfiGI2C5eQpHWtT/CH0LFI43Hpp54PjY+jlbZ9RTLIbr0LUoXvA6eS+fLfoRbVcKuj19EOQmCfU4ga8r3qEk0XeSrPJdAZBfFM/6AW1uBmZFL5yvuIurr1OLkupq2P3oMoIOQQjCoZxb/fH0l0Xjygb1mawUzPtjIkN5ZvD1/Kz3TXaKblhBZvxBQ4DpUf/YabqSa7JCHzzLo3yODf72xiljCYUCmTXThTHAdQBFZv5DYzrUE+43CPOF8Hv7PMiKx5PfasKOKp2ZvpXbtAuKvPYBdVUy9Y/LCu+tYt70SgEjM4ZGXVyEHnwFKUTN/Ol2sOvadtCak4IsNpdz790+564l5JPbJ1mCasnH90N7bhyLuGFjdh2Od+yPE//shVo8ROMpEKfDLBKWvPYLXEBwShZsof+9JjJT05M/Lc6hZ8Dpe1S4S+Ol07s0g9vwTyjzr2wfM1JBIuMTjTuP7n4gKkPedhwgPn0Sw90g6f/1uZJcBR+3BLqWAmmKqP50BnoMMpGAEwlS8/2xjyYXo5s+pW/YuPqvpD9SN1FDyyu9xa5MzMJ2qYkpn/pEAsWbfR9MOh+4RdRCe61FeFW02fLVmawX1UZvuualY0Srqt69pdm6icBNGnp+R/QYQtz3Wb69keL9svMJ1zY6NF6wn5ZSvsa3GbfZSfc22KrxRXXCqS0n/xq/YUmazZp/p456CkqoYGcEwbn01onQjMrs3kJzKLIQgK+zjmvMG87eZK5BS8ONrxhBvSEgpDUlZbYKstAAGirKaOFlpAXAObejO8xRe3Mb0hzAROPHkBAUhwK2tbLYwN16wnvDgCU33bVuFkdkHr/NA8m/9M15VETK9M7YIED3EHH+Oo6gVqQRPuw6hPGwsHPvo9S4MQxLbsWc40MzMJV68tdlx8e0r8Y/4f8CegKqcRLMyHnZ5AfIo9dy0rx7dI+ogPE+RnxNu1jsY1rcTwYDJjuIa7GAmwR5Dm53rz+uHF8hg6boSlFIM6pnFzuI6ZNdBzY41eozg5SUxfD6r2fqbob0zkbVFmBm51M96jF7ZFkN6d2pyjBSQmxHAjSQTTHqd+6MEpPpsfBUbkNsW4ndqWb+llL756QR8Bg8+vRiMZMmHYMjHr/+1gIeeW8zKLRXc+fgnfLhsJ0YL5z67rmqSsFUpMFIzQTYtLRHoNphE2Y6mP69ew3Ecj7grqXGCBHuPoMZNIdrCCqJKKWK2IOoYR32Iy3U9Anv97p3KIvxdejc7LtBrBK70NdknTB9GOKPJPiu7O55+fGitRJeBaGOtmWLfMAR98jNYvrEU2/EY3jebGy8ejmUIMtMCRBMe+T3z8WJ12GUFCNMi4+SL8XXpQ0HEImILctMDnDi0C4tWF5OTnUZe12ycog2gFKEhE6jvcxaPz1xN77x0zhzTneUbS0nYHoN7ZfE/F/QlJbcbbp8JGBVb8fcZxbBB+WzYUUlpVZRw0OL2K4aSsfUDvNItpE/4GsWB3nQOS8pe+R01C14jumEhdZ/P5pQLL+KMCUOYMDKPTTurGTWwM8rz8DyPiaO68Z931vHx57s4ZWRXLpvUr9mEh8MiJOEeA4luXY5yEvjzB5B9/q1Et64gUbgZYZikj78Eq9doEu6eh/CxLJNwuJQCXzCI6Q8QL1iPchKE+o3B320gsR1rwXMJ9T+RtIlfJ7JP/r1wehh/z2HENn+BF49gZeWRc9lPiMrUDpOuSJeBaFu6DEQba+0U+4YpcVTywSMbpmt7nsLyGdge+IVDQNoNs7NACYOYa5FQyYePcj0MQ+KQ7GWFLIWfOChwhEXUs/BUcijLkMnMQ56nkBLSLI+oa+AqQYrlUlqnWL21nDEDc3Fcj1jCITNsEXCT72Bs4cfBwqrcRPHz9zZpR2jAOMKTbybhmWAYeA2z5qQh2VUR4Z6/fYrnKQb1yuSub52IOsShuYOxGmbNCaVwMYh6PvzSwWooVZ1QvmaF9I6nMhB7Zs0li9ApZHLWXMMsuqhrNvs55uSkUllZR1DEEA2zCWO0vApwe6bLQLQt/Y7oOLZ7Jb9Se/KmuY6HIJlVAfbMv9q9EDSOIE7ToZemRzZUQCWZqTuegDh7f8pzG6+9+22KbDi9xtmzt86TbCus5s8vf8Hpo7uxZG0Jedkp3H3duCb1fwzDxYvVNb+bWF0yGLiqYbJEUjDk4w+PzuXMsd25+LQ+3P3EPD5ctpMzR3fDaWHeuf2xHbCbtFcR9QyitGzYrb2KOZIYTT+17/v1/jiOorbJcR0nCGltTwei45SUAiUlCAgYMrnGxXURzoHzuLWEYQhcJHHbbcj+rVqU/Vu5HsP7ZnHJpH7M/HAjKQGTX95wMol9she4rke4a19kIAUvVt+4P/XEC0jsZypzLJrgj7efhiGT5TIeueN0DEmrBCFN09qGDkTHKcMyee6dtZx3Si8+X19KaWWUSaO6kdspCPEjeyhLKYg4il/8bS5lVTFMQ3DDxcM5eUgu3iFmOTAtSU3EYc6i7WSm+qmqizPzo01MOaVXs0zi9a6frt95iOp503HrK0kdcx4ip89+Z5G5jochBV7DAtS9tzVNOz7pQHSc8hyHb5w9gDsfn9tYyfXt+Vt48Pun0jmteQnvFpGSv7y0rPG6jqv4+8zlnDh4MlKIQ3pB7SHYsL2Srtkp/PCbo1i+oYz3l+zgvPE9m1V1dVyoFWGCp34bodyDTmXe+9yO9L5Q076q9PzL45SUgs0F1U3KiXsKXpi97ohH712lmlRT3X3tmvrE3us3v5RyFXHH5eZLR/DTxz+htCrKLZeOYHNBzX6zbyenMnNMpjJrmta+6EDUhkxTUlUbQxkSabbsZbg0TSJHOAR3wGsLGD2oc5N9AZ8BAnaURZDGwf9sDAm5mSF+9MhH1NQneOX9DfzyH5/SJy/tyHprmqZ1OHporo0IQ7CrIsoT05dTWhXltFH5XDl5YGPOtYNxEjbD+nQiOyPQ2CuSAi49vR9SCtwjSFhtCLjmnEHE4i4LVxeRl53CDRcNI+gzePj55fzqxvEHvz/Ho0fnMA99fyKvfbyZTukBLjq1D1IpjjSXthDJTAGu6x21NWV+nyTeUK5i721N01qfDkRtxENyz98+xWnoHbzz2TbCQYuLJvZuUt9nX7vfr7iuwhcQ/PKG8cxfvoua+gQTRuTxyRcFnDe+F2Ffy6uXNt6bqzAMyQUTe/OdC4aggFWbyojEHXaVRUi43n4ngO9LuR6De3eiS2YQANdxD6fieVOGJJJw2bClnD756aQGzBbN5jsUqT4Hp3ADKV0HIFGN2/WJjjGFW9PaGx2I2oCUgu2ldY1BaLfPVhZx3sk98ZkSPzEECkf4idnJXoAwDTwFpiWwHUXc9vjk852M7ZdGwGfw9sLtzFqwg1EDO9O/WzrKU1i7F51+ycN692Lw+vjubUXU9uieG+aBJxdSVRPn3PG9eGL6crLS/PhMA9UwScCSAucgM+mcLwmsLWGYkoVrS/jzK8sb911z3iDOGt2t1YKRZUlUbRkl0x8i7eSLcWsrqF87n263PIZhpOhhxVYkBPgNhUkCD0lcHeEkG+24pQNRG/A8RU5GsNn+HrmpBEzw1e+i4p1/4NSUkzLsNNLGXUS9CvDGJ5s5aVhXZn+2jc9WFXHN2b25uF+Uqvf/hhePcukJ53LiNSPplBXijkc+Jj8nzK2Xj2BnSS0Du2fg7WcSQJrfoX7ZO4SHnkpGIIXapbMIDz2VFH+Y/y4s4MaLh/OPV1fw7Ntr6NEllalXjWHlpjKeenMNqSGL7140jO45KYcUCHbnpjvcmW6Ogif/27SOzwvvrueM0d1pQQLuL2XbHka4M53Ov5XyN58AIPeq+4iqoH5ItiIhINWyqf7kJSLrF2Bl5dHp3JuIWp1wdJ2jrxw9WaGN+C3J187s35ikNDsjwHUXDCEoYhQ9dy/xwk249VXULHidumXv4Jce55/Smzc/2cK7C7fjuh6je/gofel32GU7cWvLicx9nn5GIQtWFVJZG2fl5nLu+et8MsIBjP1MhpBSIDyH2mWzKXn1fyl78/FkWYj6KqQUfL6+jEf+s5RzTu7J7/5nAlec2Z/SqgjTP9hIRU2MbUW13DftMxIHeXBIKRCmQWFVjK0l9WAaGMbhhA5BbJ8JGo7r4bXyiyJLeMS2rWr8OrZ9FZZsnV6dluQ3FdWfvEjd57PxIjXEd66l6Pl7CRnxtr41rQ3oHlFbcT2mjO/JlAm9icZsAj4TSyrs8l2N9WF2i6yZT8rIydiun4WrkyWne+en42xfwb5lt6OrP0KFL2j8urI2TlrYh7OfGXaep4gYKXS55lcU/O12KIacC76Pysxn0cZaTh2Vz+Mvf8HjL3/ReM4fbz+Nkspok2us2lzO2AHZB5x2rQzJ/dMWNE4Jzwj7+eMPTsUQqkXvsSSKk4flMX/FnnLfw/t24rBi2gHsHpqLrP2ULtf8GreugrL//pnUkWfqoblWZKkE5es+a7LPi9bhRWvB6HSAs7SOSveI2pByPbIzggQMAa6bHBZKzWp2nJXVFdsIUlwRIS87DEBFdQyZmdfsWJHZneLqPYFMSoFSyVl6+xMyElR+/AIYJsIXpHrJ2xixGrqkwtjBuZw8tAtCQErA5LavnUBZVaSx8N5u+TnhLx1uW7utssm6pKq6OG98smW/vbQv5XncdMkwrjpnIIN7ZXHFmf340VWjEa24qNW2PZyUznT//t+wU7tB3nC6f/9vRL2ADkKtyEViZXbdZ6/A8Ke0yf1obUsHonbGNVNIHXt+49dGSjqZZ16L4yh6dknj1stHEAqY7Cqrp1xmE+g3tvFYK6srGeOmsHhdGZCczn3tlMEsWVt8wKE5PJvEro10+drPyLv+IbxILV6slq6dUjCFx82XDGPa3ZN57MdnMHZIZ/p3zyQ3K9R4jQkj8uicGfzSQFRWFW22r7Qi0uJZfUqBZzucO64HP7lqNBed0gtlu61eiiDmSKpjkoQrmmxrrSeu/HQ67xakf/ffkiBj0jdJsP8Kt1rHpstAtLH9pZ8PmQ4mNnEZwiccoq6JMExQHkhJwvaoqU+QFvaRKuNIO4pyHfCnECWIo6C6PkFqyMIQAssysGP2fh/YhiFIT5E4jsv/TV/DbZcNQQpFvWvhNlQvlZbJX2euYMGqQgb2zOS2r5+AAHyWgecl870ZqP3OzMvJSaWwtI5bH3ofd6/f2wO3nEL3TqEO0cs4nspAHI6j1T7ThJBM4EWqMQJhElhEnbZ5W6DLQLQt3SNqh6KuSa0I88cXlrOrBpQ0+NN/llJem8BNOAjXJT1gIByXuoRJjUqlVmZSa/uSU6Udl3S/gXQ9lOOSiCYO2GtwXUVVVDB7aSnfvWg49Y7B7KWlyZw+gGEavPHJZj5bWYhSsHZrJXc+Ohe/z+TBZxZz0+/e49YH5zBvVRHI/f85+QzBQ7edyqgBOQzulcXPrzuR/A4ShLTD5zhQk/BRZ+ZQ7QTbLAhpbU//5tshpZKfEKQU3PXEPDJT/dRFbfxWMs2OEOAzBUK5OJiHlZtNCDAtAyEl1fUJnvzvKlZsKsPxFF9sKOWEgTmkWJKE67FsfWmTc888sQcvvLuODTuqAEg4Hv94dSVjBnbGt58RLM/16Jzm57avjQQhEIBU3hFnWNA0rWPQPaL2yvX40VWjiSUc6qI291w7htSgiRSQ7neJL3iR+tlPYJWtI8U6cFogIUCaEk8KTCv5nsgwJJ6UVEVs/vbqCl55fwN3XDma+SsKWbiqiHu/exIhS+I4HpYhGdQzs8k1u+WEWbetstn3Kiitb1wrtDfDENTGHH7z9CKuf2A2v316EVEnmb1B0zRNPwnaISGSU55/PW0BedlhHr7pBHJq1oATJ9WIE920BF9GZyIbFlPy0m9wd67CNJv/Kg1D4grJ8++u53fPLObdRTuQloErBK/P3czsBdtZuLqYSaO78eHSnRhSIKXgnU+3oRoWOHmuyxVn9mdAj2QwskxJ58wgI/tnN7vnHrn7nz3nIPj1kwvZtLMagA07qvjt04sO2COSUuAP+jBM2WRb07SOSQ/NtUO7h+a6Zqdw15SB+EvXUPLWo6SdcjnF21ZgVxaRf+1vqZw/Ay9SQ83C18m4ZDDOPhngXODev3/KrrJk5dNNO6uprIlx/oTedM0O8/b8LfTskkZKwGL1lnJ+8d2TCPhMfvPkAqKJgaQ09Iqk53HXt8bgeApDSgwUvfLSKKqIsHhNMakhHzddOhxTCtR+Fre6nqKwrL7Jvu1FtbiealaAWwiRXHf0zwXcetlwMlIDDdsjyEoxk6XDNU3rUHQgaqeU43LdBUPA9ZC5A8g4/WqqPnweEORf/yAlrz+KF0muzRG+IPsrFBR3vMYgtNucxTu45PR+FJbV0Sc/nQ+W7GTmhxv580/O5M+vfMENFw1l2s8nE4vEG989JXs5KvnH4rp4gPAEt146HHXpcABMkayeuj+GFGSEk1Vad+uUHkgO4+0TWJRSSASZqT7uemIeqSELgSAc2j2tVwciTeto9HhHO6UUuAkHz1MYuEQ3LGoINorIpmWEB5+SPFCaZJ5xDXHVPB+2ZUr2rUGXkerHkopYwmXKhN706JLK/BWF3PrgHPp1z8CUgvra2EF7HkopcD1Ew38HCkIABnDnt8aSEkwGk3DQ4s5vjT3gpyDheXzvihOIJ1zKqmJ867zBBE2pZ9lpWgele0TtnM8Cu3hTcjju5keJbV9N5YfP0e2GP4E/hUCPIcTZ/1RoA7jw1D68/vFmIPnu5eYpfXE++ic3nfMttlbCndeMwTQNApaBQH1pCYrD5bkeeVlBHv3RJBK2h98yMFD7vWchBJ4U/PJv88nOCNA5M8QT07/gd/8zsdnQnGUZSAmOs/9rHQlpCDwhicYdAj4TiWr1chOapiXpBa1HwDAEit31e/Zs72aaElclh6b2LYXg8xl4SpGeFqCuNo4hFQKPmL27k5qsOWQYkoDh4LMk9bbEVDYBn0FC+hAKhBPDNYIIFAnHwZCgEHiuQAiwDI9IJEZ5TZw0H6S6lRiGgR2pxcobgBTJVe6OUhhS4LoKoRT2PvebnDJOw5Rx60unjBuGRAkwpESYknjcBaWSw3eHkqXbMlm+vogxA7LADPDcrDVcdkZ/fA3nW5ZByIjjlG2nft1CQgPGITv1JOKYLfrbME2JiYMSBglnT947w5QUVcW47x+fEY07WKbkR1eNZnD3jCaLdoUQ+E1FSsiiPuYiXBv7ID+b41FHX7ALekFrWzPuu++++47lN6yrq+P2229nxowZPPPMM4wYMYKcnJxDPj8aTRy1qpwtYRiCmJNcQ5MStIgkFAkn+WlfKYW0DJZuKOfl9zdSUhmlf68sJMkht5DlIss3EQyH8GIRKN+KLxiEunJMuxbP9JHAIOC3qKy3kZZFWa2LNCQppkftstkEs3IhUkl8x2r84VSIViICYZzqUtxEjJgnCcWKqf7gWVTBCnL6DCQY9BNdM4+65R+QOeEyaj6bQe3itwj0H8v/vrSSzbtqyO+cys7SerLSg401hwxDkCpj1C+YTmzVBwRSw/jTM7G95iO7wpAUVkZ5btY6Vm+toGunFJ787ypmL9rOiUO74jfll6bkMQxJqoiQsXk2sRXv4ff7GTt6AJ4ycF2PoOli1Wyn6qN/Y5ftIu2EM6mePxMnkUDl9EbKL7/+biHTQZZvov6Tf+OVbCCtez9cw4fngSdEsg5Twzstz1MsXVvCeaf0RjRc2zIhRdVS98l/qFv1CcHMLNzCDYiaAkLZuSTcjjPqnZLiJxJJHPzA41hrtTFld3EvrUWOeSB6+eWXOeGEE/jxj39MTk4OTz31FOeff/7BT2zQbgKRZTLtjVX859119Oiaxu+fXcyWXdWcMiIfKQSzFmxj2uurKCyvZ+22CpauL2XS6O5IkQxEhU/fjV1RiFtbTtnbfyXYYwixneux0joRKy/k7++XEgyY/OapRZx7ci/++O8lzFtRyKRhnTCFombZbCrmPEOozwmUvflnYttWkj5oHCXP/AxqS8nsP4LCaT/CLtuBXbqduuVzSBkzBX9GDtUL3qB6wevEt68h7YxreWVxNe8vLWTDjioWriri1FH5LFpTTP/u6XieItVKUPT0XcS2rcCpLCSyZh7+zt2Rnbo36YEYhqSoKsrPnphHQWkdW3bV8PGyAn7wjdFMf38DX2woY9LobnzZLzBsJSh+7h6im5fhVBYRWfspVlonZE4vEBKrZgdFz9+LXb6LRMk26tbMJ+eC71H1/tNUZI8ikBJGHmRCg2kaiOI1lL78O+yKQhJFm6lf9RFZY84m7hogJf9+d12Tcxw3WYZjd+7YVCPGrmk/IlG4Cbu8gLoVH5E6ejJVH78Adgx//kA6SsdIB6KWXUdruWP+se3qq69mypQpAJSXl9O5c+djfQutwrVdbrl0OJmpfh58ZjEpAYvbvz4KJ+HglwlO6p9K0G9y95VD+cPNoymuiBB3XDxPUW+bdLn6fiLrF1I1bzoZE6/Aqa8m1HckJTMfxv78Lcb1T+XBZ5fQs0sq1XVxvv+1EyivinHXv1ZCTm9SR5yBL6c7ZW8+gfI8ss+7mV3P/BwzPRvfxG9Ts+D1ZG66xht2iK38CGH6CPQYgkpEMdM64eX0Y/aS4sbDKmpiRGIOHy/bhe0mh5+cqmLcuqYLWGsX/Reft08yUyF49aPNTXbFEi6rNpfRr3sG24trm+Sb25cQoCJVONUlTfbXLH4Ly4thSYeaha83+X8qESO2cx2+3N64nsenKwuxrC/P6u1TMWoXvtFknxetwy7agmEIBIohvZtmQc/NCmGZyShkWQaRTctQdtPaOXVffECo/1hql8zCQtfV0bRD1WaTFSoqKnjyySeZNm1ai87r1Cl8lO6oZZRSFFVEqK5LfoqqqY8TS7jkhhXVi2YRKNrKP3/6PWrmvwKbS/j1dVfhswxyMkO4sXrqNm9qvFaiZBtp3YegXAczowsiEKImknxHU14dw+czqKlL4Hoed1zaj7p5L5E++v/h1FYA4MXr8RJRrKw8EiXbMLwEbmrz4c5gnxHUrvmMyIbFpE+4nNol7xCd9Si/v/EWvv/owsbj/D4DyxT4fAYZqQHibvNqstIfwh/0EwruGRNP2C6poebZk0MBi3jCJTsjgN9nkpkWOODPNVFe02yf9Ifw+y2EP0g00Pz3L/0hrEGn8daSMsYNyyMjI9TsmL258Qg1/ubHGMEUsrKS1//JNWN5/OXPWbExGUR/8I1RZGeGEA3TEOtC+7mPQAjPjiP8IUzTJCej47wv+Cq8+/gqtLG9apNAZNs2U6dOZerUqeTlNa+p82Xay2QF02fy5BuryMkI8n9TT+f3Ty/k768u5ydXnUCo/4nULHid8n/ehherJ+X8OyiqjJOdoygvryPNZ1Mx5xmyzroWX+eeFL/8e1JHnEmsYANZZ1xDFD8755bz1M/P4J5/LCLgM3nkjWWM7J9DfnYIZ9DJ1CybjfQFyLv1ccremUbFnGfo8o27KXj+V0Tnv0Dm2d8hsmA6XrQOACO1Eyqcg9VvHOGsnqT1HULKwJOwayqZvqywsV1D+3SiPmJz1TmDUI5LaWktYX86/u6Die9YkzxIGmSc8S2qoxK3bs8LXiEEl5/Rn0++2NVYsygvO4VuncOUV8e45zvjGq95IGErSLDPKKKblzVcVJJ55repSZi40QTpp1xO/drPUHYMAKtTPv6ew/jkizI2FhRw4yUjDvrSWUpB5qSriG1ZjnKTGcZ9XXoj0nMbz5VS8L3LR6AAARgoysrqGq+RljcIM7MrTmXyZyd8QVJPOJuil35Hp3Nvos62sDvIC349WaFl19Fa7pjPmnNdlzvuuINx48ZxzTXXtPj89hKIhBDQkHZGegpvd441xyM1oKj476NENy3F6pRPzjUPUGebKCfZy/H5BCHDQXkKIZKz25Rroxwb5TpElQ8nHiMtPUyNSqGyNgYIbMflo6U7ueG8Pgg3WdZBmX6km0Apj6iRihGvxfEUnpVCiogS27YSpImv2yAWbY7y5rzNdM8OMOXUgeSlJZNsVyUMPl9fSk5mkOyMED5T4DNk43RlIQRhK4Fbth27qphg75HERZC403xkVxoSF8HnG0oJBy0G9swk4biYQiIPUCqi6c8VwqaNW1mAXb6LYO8RJESIWMPLf8uAkIwR3bIcIxTG13UAX+yME0+4DOqZiVSHNpXbZyoCxIht+QIjnImV24c6x3fIf1uGIUgxEiR2rYdEhECPocSKtmJl52ObYWJOC4v+tWPLV2lxAAAX/klEQVQ6ELXsOlrLHfNA9NJLL/HAAw8wdOhQAPLy8nj44YcP+fz2EoiAxsWiSu3ZDpkO0c/foXr+dNLGTqH289kE+44iY/KN1MYNTNOgNu7w638t4JpzB2EYkqffXM2vbx5PWtBEJuoQKDwMYsqfLAYnBLURGykFKUELvwG1MYeg30Q5HoaRzBGXSLhYlkRKSTSaPN40k6/u445i+gcbqa1PcPGkPmSnBRAqOWVZKYXfbyKlwHE8HMfd73wCwxAIkaxddDCmKVEKsrJSDusfuJQCw5AHvJfd13ddrzHP3uFMmzbN5CzHw12HZBiSrKwUysvrvvR+j2c6ELXsOlrL6XVErcwywR8twa2rRHYdiKhNbquc/sScZBJPpGTOkh3M+nQbNZEEXzuzP2eP7Y7nuPgNF7+KEd+1ASs7HxXMoN62CIX9TP2/uYT8JteeP5jfPb2Is07swRVn9MNJHDj79m5C0FilVXlei3K2CSFQUuA1BFxDgHeID339EDv+dfT2gQ5EbU0HoqPAMkDiEXdlk23DkDgIDEOwcWcVWWlB6qM2ZVURRg/IQaIwi1dT8sqD7M6pljr2PELjLieuLKIOTH30Y+qjNkP7dOInV49BOc5R/wQuLZP/e2kZy9aVYpmSb5w9gDPHdIND6EXoh9jxr6O3D3QgamsdZ9VdO2K7EG94p7H3ti9gcd+0z3jilS/ITg/yu6cWsnBVEY6rqKq3CRoOFbP/yd6JPWsXz8LEBgEJx20cQorGbBQKKSWmz0zWHZKicbu1mKbBO59tY9m6ZHE82/F4btZaaqN24wwyTdO0I6ED0TGUiNlMvWo0X2wo44f/+xF+n8HFp/Whd14asYSD5zq4kabTl820bHAd/AEf/3h1JUN6ZfHo1NOpqI3zzmfb8KTk+XfWIUyzyfaBYoRpSoKmQ9B0MYyDBxLbU6zYVNZs/8YdVYd0vqZp2sHopKfHWErQwu8ziNsuGWE/RRUR1mwpo3u6IMtKI+O0K6mc8xQAvp4jCJ57OzHLQiVspl49GgDpefzh+6cS8BvURWzmr9jF5l3VxBIu0bjN187qjylEs1Q3QdNFVG6hev50hOkj47RvYgdyiLsHDiiWhBMG5rByc3mT/QN6ZOps2JqmtQrdIzqGfAGLX/1zARmpfn7+nXFsKqjG58U4J7eEHl/8Feed/8Wf043cb95DsM8JpF/8Y773yKfMWlhAVb3D9x56nxWbyhBC4JMKJ26TGjR47Afj2VVaR20kwaO3jSdgimbv0aQUyLpiiv9zP7FtK4luWkrh0z/Dr+q/dCjPcTzOHtuDCSPyEAKCfpMbLx5GSsDscLPDNE1rG3qywjFkGJLqqEM4ZKGAaMwhO76d4ud/uddRgrwb/4RjhXGEj883V/Lw80sBGNk/mzu+ObpxgoJhSFLMONWfvkp04DlYUmCumUX6+Muosw28vTosAZ8g8sE06lfNbXJPmadfgxx2DonEgadkCwFIiYcAklVVD7YeaDf9ovv419HbB3qyQlvTQ3OtTMo9vZG9tyG55iUjbDHjo028+tFmvnvBIMZXz97nCorI2k8xRl6IEDC4VxbdO4fZUVJH3/wMBArTMnAcL1luIR4hsuIDrOIteIko0bpK0sddgJQpeHtFIg+Bkdqp8WvhCxDIH4jM7oGQkmRh8f1TimQRvMZrNWUYe4rW7b3d3uxeV+U43nH7YUbTOiIdiFqRYUpsBabPwARirofpM5IVTBseznUxtzEx6JptVYzvmUxxJP0hgn1Hgedh5nTHJxJQX0FkzSLuv7AfKmMo33t8Mb3z0ggFLEIBky6ZIWQgi85X3EnR8/cBkH/Dn4jJ1GZri2zbIzz6XOpXfECw72jSTjibyJYvEIkIfhXBloeeVWBvwpB4UiAaRnl3b7e7InKmpKAswpqtFYzsn0OnNP8hTT/XNO3oO+ZlII5UeykDAckhK8syEEIQMD0CQR93/Xk+20tq6ZWfzp2PzSXgM+nTLQMJGKagtCbGnEU7ACipjHLNN07Hth3kGbfydlEum61+9Bo0CFG8jpJ//xJn5yoSa+di2TVMuXwKnjR56NnFvP3pNoJBkxHdApS9+ReUEwdhkCjfSdrAMST2qRUkBNQ4Bv4hk0jLzaPwuXuJbVtJZN1nxLZ8TsaIiSTclqWlsSyDqojD/zz0PgN6ZrKrLMLP/zKPc8b3ImBJPE+1ixICwpBM/3ATf525guUby5i9cDsZqX765qc31lw6Eu2hjUdTR28f6DIQbU1PVjhMQoAwTex4BH/NFure+wvVHzzD/940jJKKem5/+EPycsIM7pXFll3VIAWfrCjClJKUQLIjGrdd/jO3EDX2G9z256XMnLuNVz7cwm0Pf0Q03A1h+hq/X/2qT/Bj89snF1IfS/Z2lq4tQcUjqHiErtc9SNdrf4tbXYpwk+l99qYUBHwma7dXUzX3JfD2DMXZpTtwKwubnXMwtu2SHrK49PR+PPTsEh55YRlXnjOIgCXbVZVSD3h7/pYm+158bz2u0tPPNa090IHoMJmWweZd1XjFmyh+/pdE1i2kbuksip76KXdc0g8hIDPVT8hv0i8/ndLqGH9/dSXPvr2Ge64/iVEDc+jWOcyYQZ3577wt2Hs9uKNxh7mrygj0Gtbke8YTTmMQAtiwo4p6K5Ou33mQepFK1NeJrt95kDoV2n8KH9dj7OAclNP8k9/+9h0KhSIvO6Xx666dUjhIXbpjTqlkcte9OXpYTtPaDR2IDpOdcBmSH8D94s0m+71oLaJ8Kz/99oksXlPCojXFuAo27EgWllu+sYxHXljG0N6d+O6FQ+nXPbPZQxJAGEaTB7q/2yBq96m1Nn5YVzwPKmtdXFfhOKpxe3+UUiQ8H2njL22y30jJwMrp2aJ3RNI0MHwmtVGHlKCPP/3gNK44sx8P/3sJMWdPItL2QAo4cUhuk32Tx/WghR1ATdOOEj1Z4TAJAQiJ8DcvGhdKTaWrL8QfbjsV11Ns2VXNwB5ZpIYsLjujP4N6ZhK3k+l6pIALJ/bhvYXbidvJ4bKUgMmkMT3xFUxCmBaBbgMJ9hlFvWNw29dGsHhtKSP7Z3Py0K4o5+AJT/fmOB5Wdl+6XPNrape8jZGWQ9rY86hzfRxqV0aaBi/O2YAQcO35Q3hj7mYCfpPLT+/H6IG57W5oTnge37t8JPMH7GLFpnLGDcll1IAcPPvgWcQ1TTv69Dqiw2T5DFZvq6J/uI7al34BbjIgWDk9yL3yXmpsH5YhkKZBPO6AENRGbZ6ftZaFq4sIBy1uumQ444Z2IR63iduK9xZtxzIlZ4zphoHCZxkIz8FFIqChPIRMZsFGYduH/7A3DIFlJK+XSLTsOtKQbC+t5/5pn5Ga4qMukuC+G8eT3ymEKQX2Xg/49rQGxbKMxkJ3disGofbUxqOho7cP9DqitqZ7RIfJTrgM7J6BZaSRdvNjRDcuwUjNwpfXn4gXQOKSSHgYCmTD4++jpTtZsKoISFZCFVJQG0ngNyWGUFw0sTcoRTzu4AExd3dvZ+9A0ToPUNdVuO6+1z40nuvRJz+dvt0yWL+9ksG9sujVNY1ENEF77mS0ZvDRNK31tJ+B/OOQ57jYNtQ4Qeg/CbfLcOq8ALMWbscmmQn73UU7sJXAU4pl65MZrK+/cCjD+2bzzJurufuJecxdXsjCNcU88tLnRG2vxbPXjjVpGvz7nbVsLqji/Am9Wb+9khffW4cwO05VUk3Tjh3dIzpCu4cJbdtNlmKwTN5fvIM5i7bTNz+Dz1YWMqQhO8LgnlnUR226ZqfwmycXNl7j7zNXcPd149hZXMfvn1nM3deOpd1NPdubUpw8rCunjMijZ26Yk4Z2SQbP42uUt12wLAPPO/wKsZrWEegeUSvanQrnwe9NpLgiwrzlu/juRUPp0TmMaztcfmY/zhjTnSVrS5qdu2RtMYN6ZbJxZxUtKJ7aJjzXo3tOCvlZQey407jd7rIptGN+Q5Em62H9h1ilq0n16fpO2leX7hG1MiUFL85ejxCCcNDkjblbGDekC6YQCM/j/FN6snB1CbP2OS8/J8yi1cWkpfgOeVqxEAIhaJPJG3sHHR2AWsYwJFZkFwXP/rxxYbG/az86XfZTam2rje9O04493SNqRUIkg8PyjaXc+92TePRHp2MYguKKCKIhAaoddxg9KIdBPTMbzxvYI5P+3TNYt72CH35jFOZBApGUglSfTSi6k2DdDtKshC5SdxzxiwSVHz7XJLtFvHAjqq5M94q0ryTdI2pFSoFyXP5w26nEYzZ4XuO2u/e6GsfjzmvGELNdhBD4rWSBu7/+9CyEUk2P3Y+wmaDkP/dhlxcAYGZ2ocvVv6La9X3peVo7oTxUItpst2fHEUH9qk376unwPaIj+YR5sHOTPaCm+zxPEa2P47lek+29KaXA9QhIQbfOqeC4hH0SHPegw1yWZRDduAQ3umfNg1NZRP2aefh8rTdrzecz8fnNdj+D73iUEAHSTrqoyT4jJQMzK69drJHTtGOtw/aIgqaDpeI4NeWYGbnEPIuEe2hx1294+GUCp6oEMy2bBD5i7p4flZQCT0qq6xN4niIj7EeqY1PjJiATiPx+mOfehJmaSdW8GUQ2LsGp2IW/FYZ1DEPgIPnvp1uprIkz5ZRepIUs/R6oFTmOhz9vKJ2/cQ91y97BSO9M+rgLqXP9tOvZkpp2lHTIQBQwPey1H1Py/jPJHYZJ7jfuwcvoc9DUM5YpkGWbKHjl9w1j+IKsc2/E3+dk4k4ykClD8runFrFhRxUAedkp/OaWU5qM+R8NIdOhbuEb1Cx4DQBhBci9/Cc4NWWER55NpBUWbHpCMvX/PqaqIbHduwu38fvvTaRLekBPMW5F9Y6JkTWA8OS+eEhqHMVxluRE01pNhxya84kElR8+v2eH61D+1l8IEDvouQHilL/1xF5BRVH53lP4hQ2AaUpWbipvDEIAu8rq+WDpTizr6C7oNEk0BiEAZceo/PgFsi/6AW4o+4h7ZIYhWbe9qjEIQfJ9xUvvrT+M/AvawbiuR9QWxG2l3wtpX2kdMhDh2M16J051KfIQWiuEwq2rarJPOYnGXHJSSnaW1DU7b3tRbfMXRq3Mi0Wa7XOqS8CXQtRpnSBo7mf2nWlIPZtL07SjpkMGImX6MTOapv1PGXQytjr4SKSjjGTJ7r1Y2d3xjOT6Dtt2mTgyr9l5k8f1aDYpobXJYBoylNZkX2jwBGzROlUhXdejb346nTP3ZBQ3pOCbkweAp/tEmqYdHR0y+7ZhSFKoo3LOUySKtxDsO5q0U66g1rYOOgQihCDNSlA19wViW5fj69qPzDO/Tf1exeaEIdlaVMtzs9Ziux5XnNmf4b2zDuuFfkuy/pqGIOhWU/nev7ArCgkNPJnUEy+kJtF6r/oMQ+IJwYJVRVTWxjl9dDcCljzsyQo6c/Pxr6O3D3T27bbWIQMRJGe2+aWDVA6u9BF3xCGPwwuRTMFiqASetIg5RrMXyaZpYHsKhcJnCJzDLMnQ0n8AUgoC0kYoF0f6iduH9W0PyrIMhBDYtnNE7y/0Q+z419HbBzoQtbUOOWsOGtbzeAZgtLhyglIQcwTgbzi3+ZPYcdyGGkHgHMO1H56niHgmYLZWRYj90iUTNE07VjrkOyJN0zTt+KEDkaZpmtamdCDSNE3T2pQORJqmaVqb0oFI0zRNa1M6EGmapmltSgciTdM0rU3pQKRpmqa1qeNuQWtHLNTWEdu0t47ePuj4bezo7YOvRhvbq+MuxY+maZrWseihOU3TNK1N6UCkaZqmtSkdiDRN07Q2pQORpmma1qZ0INI0TdPalA5EmqZpWpvSgUjTNE1rUzoQaZqmaW1KByJN0zStTelApGktVF9fz9y5c1m9enVb34qmdQjGfffdd19b38RXiW3b3HLLLeTm5tKtWzcKCwu54YYbeOWVV0gkEowYMaKtb/Gw1dXVcfvttzNjxgyeeeYZRowYgeM4HaZ9AIlEguuvv55gMMgrr7xCZWUlubm5HaqNu91xxx1EIhG6d+/OTTfdxAsvvMCOHTsYP358W9/aEZsyZQqzZs1i5syZ7Ny5k6FDh3a4Nh5XlHbM2LatbrjhBnX++eerzz77TCml1PXXX68+/PBD5Xmeuvbaa1VBQUEb3+Xhe+6559Sbb76plFJqzpw56tZbb+1Q7VNKqdWrV6vZs2crpZRau3atuv766ztcG5VS6s0331QjRoxQ06dPV7/4xS/Uc889p5RS6ic/+YlasmRJG9/dkSksLFQ333xzk30drY3HGz00d4z9+te/ZtiwYQC4rsuaNWuYNGkSQggmTJjAwoUL2/gOD9/VV1/NlClTACgvLycnJ6dDtQ9g8ODBnH322WzatIknnniCiy++uMO1sbS0lH/+859ceeWVAMybN4+LL74YgNNPP5358+e35e0dsUWLFrFu3TquvPJKvvnNb7JixYoO18bjzXFXBuJ4ZpomXbp0afw6Go2Sm5vb+HVaWholJSVtcWutqqKigieffJJ//OMfLF++vHF/R2kfwIIFC9i6dSuhUKjD/Q5/+ctf8rOf/YxPP/0UACkl4XAY6Bjt69evH9OmTaNv374sWrSIhx56qMO18XijA1EbCgaDJBKJxq/r6+tRx3lVDtu2mTp1KlOnTqVLly4drn27XXXVVZxyyin88Ic/xLbtxv3Hextffvll+vbty9ixYxsDkWmaKKUQQlBfX9/Gd3jkevfuTSAQAJI93E2bNpGent6h2ni80UNzbcgwDNLT0yksLARg1apVdOvWrY3v6vC5rsvUqVM566yzOOusszpc+yD5oP7jH/8IQFVVFZmZmR2qje+99x6LFy/mW9/6FjNnzuTvf/875eXlLF26FIDVq1cf1+0DuP/++5k3bx4As2bNYtiwYQwZMqRDtfF4owvjtYG77rqLSy+9lJNOOon33nuPv/zlL4waNYq5c+cyY8YMUlJS2voWD8tLL73EAw88wNChQwHIy8vjvPPO6zDtg+SsuTvvvJOioiL8fj/33nsvW7Zs6VBt3O2xxx4jPz+ffv36cffdd3Paaafx5ptv8uKLLzYZYj7eFBQUMHXqVOrr68nNzeX++++nvLy8Q7XxeKMDUTuwadMmVq1axaRJk0hPT2/r22l1Hb190PHbWFBQwOLFizn55JObvBPrSL4KbWyvdCDSNE3T2pR+R6Rpmqa1KR2INE3TtDalA5GmaZrWpnQg0r4y7rrrLmbMmHHQ4x577DEee+yxA/7/Bx54gLfeeuuQz5sxYwZ33XVXy25W075CdCDS2o2amhqeeuqpQzp2586dhxRUjoZ77rmnMZWRpmlHTgcird2oqanhmWeeOaRjCwoKmDlz5lG+I03TjgUdiLR2YerUqVxxxRUUFhYyYcIEvvvd7wIwbdo0Tj/9dM455xw++ugjIJle57bbbmPZsmVMmDCBe+65BwDP8/jFL37BxIkTmTx5Mp988slh38/69eu58MILOeOMMxq/726HOsSnadqh0bnmtHbh4YcfZufOnXz729/m/fffB2D+/Pm8+uqrvPbaa5SWlnLttdfy2muv8e9//5sFCxbw+OOP8+yzzzZeY8WKFVRXV/Phhx+ycuVKHnjgASZOnHhY97Ny5UpmzJhBQUEBN910Ex988AF+v79V2qppWlM6EGnt1scff8xFF11Eeno66enpjBgxgsWLF3Puuefu9/iRI0dy3XXX8eijjzJv3jwqKysP+3tPnjyZzMxMMjMzycjIYMuWLQwaNOiwr6dp2oHpoTntuCGEQAhxwP//+uuv86tf/YrBgwdz7733HvH32k1KeVxn1Na09k4HIq3dyMjIoLKykmg0SjQaZdy4cbzxxhvU1NSwadMmli9fzpgxYwDIzMykqKgI13Wprq7GdV0+//xzJk6cyFlnncWcOXOO6F7mzJlDdXU1a9eupaysjF69erVCCzVN2x89NKe1G+FwmBtvvJHJkyfjeR4vvvgiF198MRdddBF+v5/f/OY3ZGdnAzBgwADGjx/PaaedhpSS2bNnc+mll/LDH/6Q1157jQsuuICKigpqa2tJTU1t8b306NGDr3/968RiMR544AGCwWBrN1fTtAY66ammaZrWpnSPSPvKmjBhQrN9WVlZvPHGG21wN5r21aV7RJqmaVqb0pMVNE3TtDalA5GmaZrWpnQg0jRN09qUDkSapmlam9KBSNM0TWtT/x9pQ6WEHEmU2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432.85x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", style=\"time\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面我们看到，传递**hue**参数，是通过不同颜色来体现分类，颜色还能通过**palette**参数自定义。下面展示的是传递变量名给**size**参数，则是通过不同点的大小来展示每个观测之间的区别，**sizes**参数则能调整大小的范围。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee7fee9c8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 421.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"total_bill\", y=\"tip\", size=\"size\", sizes=(15, 200), data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 线型图\n",
    "\n",
    "散点图非常有效，但是没有通用的最佳可视化类型。视觉表示应适合于数据集的细节以及您试图用图来解释回答的问题。\n",
    "\n",
    "对于某些数据集，您可能希望了解一个变量随时间的变化或类似的连续变量。在这种情况下，绘制线型图则是一个不错的选择。\n",
    "\n",
    "在seaborn中，可以通过**lineplot()**或**relplot()**设置**kind='line'**来实现线型图的绘制。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "170"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  使用pandas.date_range函数生成一个时间序列\n",
    "\n",
    "days = pd.date_range('2020-01-01', '2020-06-18' )\n",
    "len(days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "price = np.random.randn(170).cumsum() *100\n",
    "store_price = pd.DataFrame()\n",
    "store_price['day'] = days\n",
    "store_price['price'] = price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9ee8068888>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lineplot()或relplot()设置kind='line'\n",
    "sns.lineplot(x='day', y='price', data=store_price)\n",
    "\n",
    "# g= sns.relplot(x='day', y='price', data=store_price, kind='line')\n",
    "# g.fig.autofmt_xdate()  # 这行的效果是行标签变斜了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "默认情况下，lineplot()会在绘制之前按x的值对数据进行排序。但是，可以通过传递**sort=False**禁用此功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee80b55c8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.randn(100, 2).cumsum(axis=0), columns=[\"x\", \"y\"])\n",
    "sns.relplot(x=\"x\", y=\"y\", sort=False, kind=\"line\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **聚合并表示不确定性**\n",
    "\n",
    "对于x变量中有相同值的，对应了多个y。seaborn的默认行为是x通过绘制均值和均值周围的95%置信区间来汇总每个值的多次测量："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee80b41c8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eXRbd53//b6rdsmSvNux46RLki50gyTTli60NIUupECBB0KHFs4zM4fpAOdMz3SAw/ygh57pzDyQM50DFGZ5ygx0nrZAKW2hQKAztLRNGkrbNGmazXa8W7Zl6V7p7s8f13K83CvJtiRr+bzOyXHseyV9ZUtvfe9neX8Yy7IsEARBEGWHXe8FEARBNAokuARBEBWCBJcgCKJCkOASBEFUCBJcgiCICkGCSxAEUSH49V7AepBIpGGaxVXDRaN+TE/LZV5R8dB63KmmtQDVtZ5qWgtQXesp9VpaWkKux2iHWwCe59Z7CYug9bhTTWsBqms91bQWoLrWU8m1kOASBEFUCBJcgiCICkGCSxAEUSFIcAmCICoECS5BEESFIMElCIKoECS4BEEQFYIElyAIokKQ4BIEQVQIElyCIIgKQYJLEARRIUhwiVWjqAaSaQU0Fo8giqMh3cKI0pCYzeL0dAa6oqMt5kM4IIJlmPVeFkFULbTDJVaFZVlISgqagh6wrIWB0RTeGpjGVCoLwzTXe3kEUZXQDpdYFapuQtdN8BwLgecgBDnouomhCQmjkxJaY340BT3gOfpMJ4gcJLjEqshktWU/43kWIZ6FYZgYmZQwmpDRGvMhGvRC4El4CYIEl1gVSVmFIDiLKMexCAVEmKaF8akMxqcyaI54EQt7IQrVYzxNEJWGBJdYMaZlYVbSEPTlf/mwLIOgX4BpWkgkFUwkM4iHfYiHvfCIJLxE40GCS6yYrGIAlgWmyIoElmUQ8POwLAvT6Swmkxm0xfxoi/rLvFKCqC4osEasGDmrgWVW/tJhGAYBr4CgT0AimaX6XaLhIMElVkxSUiCKq6+3ZVkGhmlB06l8jGgsSHCJFaEbJuSsUZJyr6xmlGBFBFE7kOASKyKrGrBQfPzWDY5lkJaXl5YRRD1DgkusiJSkgufW3r4rCixSJLhEg0GCS6yIGUmBpwS1tDzHQtV1iuMSDQUJLlE0imZA101wJWrXtSz7PgmiUSDBJYrGqZ13LXAsAylDYQWicSDBJYpmVtZc23lXgyiwSGXUkt0fQVQ7JLhEUZiWhVlZLUn8NgfPscgoBtk5Eg0DCS5RFFnFgGWuvRxsIQzD2HFcleK4RGNAgksUhZzVSiq2OVgGkBW95PdLENUICS5RFElJgVjC+G0OgepxiQaCBJcoSK6dtxwm4iLPIp3RYJKRDdEAkOASBSlVO68TDMPAAsVxicZgXQT3oYcewu7du3HXXXdhcnLS9TzLsvClL30JP/rRj+Z/9vLLL+Paa6/Fnj17sGfPHvzhD3+oxJIbmlK187rBWEBWpTguUf9U3ID84MGD2LdvHx577DG8/PLL2Lt3L772ta85nnvPPffgxIkTuOSSS+Z/duDAAfzN3/wN3vve91ZqyQ1Pqdp53RB428gmGvKW7TEIohpgrAq7QP/zP/8zotEoPvGJT8CyLNxyyy148sknHc89ffo0fvzjH6Orqwu33XYbAODOO++EJEnQNA19fX24//77IYpiJZ9CQ5FVdRw6kUAk4CnbYximhYyi4R1nt5QlbEEQ1ULFd7iSJGHbtm0A7PidLMuu53Z3dy/72Uc+8hFcc801EEUR9957L5566ins3r17RWtIJNIwzeI+Z1paQpiYSK3o/stJpdczk8oiOSPD1Jwv+aNNAUzPSGt+nJSkYmhEXNNOutH/VvmoprUA1bWeUq+lpSXkeqziMdxgMIhMJjP/fTqdXtHtr7rqqvkd7datW3Hs2LGSro9YTKnbed2gxBnRCFRccC+66CK8+OKLAIBTp04hGo0WfdtsNovbb78d2WwWmqbh17/+Nc4///xyLbXhybXzinz5J+wKPIs0+SoQdU7FQwo7d+7Egw8+iPvuuw+vvPIK9uzZg0cffRRerxc333xz3tt6vV7ceeeduPXWWyGKIq699lrceOONFVp546GoBkzTAsuWP64q8ixmZQ2dZX8kglg/Kp40AwBVVbFv3z60tLTg0ksvrfTDUwy3SCaTGYwmZAT9gus5pYrhAnYcd0tvbNUNFo38typENa0FqK71VDKGW/EdLgCIoohdu3atx0MTKyCZLk87rysMA0UrT0cbQVQD9MomHClnO68bLAsyJCfqGhJcwpFytvO6IfIcZmVKnBH1Cwku4UhaLm87rxMCzyKrGtANMiQn6hMSXMKRmXR523ldocGSRB1DgkssQ9UMqIZVsum8K4FhgEyWjGyI+oQEl1hGRjXsGebrgEiG5EQdQ4JLLGM2rUAsUJ0wmcxi76Ov4X9eHUIpS7kFnkU6qxVdJ00QtQQJLrEI07KQlFWIBeK3rx9PICmp+PFvj+HJ509B10uT6LIHS1oUxyXqEhJcYhHFtvMeGZhGb1sQN2zvxavHEviPn7+FWak0JV0MGGRosCRRh5DgEouQshrYArW3kzMZTMxksXVjDLt2bsTt12zG5EwG333yTQyOr8z9zQlBYJAiIxuiDiHBJRaRTKsF23mPDMwAALb0NNlfe6O48/1b4RE4/L8/fwsHj06saQ0izyEtayWNDRNENUCCS8yjGyZkRS/YznukfxpdzQGEA2cmbbRGfbjrpq3o6wjhZy/046nf98NYZQMDyzIwLAuqRg0QRH1BgkvMk50rB8vXzjuTVjCckLF143IfY5+Hx8feczb+5Px2vPLWBB7+xVGkV1viZQFZSpwRdQYJLjFPOqOCLdDOe6R/cThhKSzL4LrLuvHBqzZhJCHjuz97E0OTK7dvFHgWafJVIOoMElxinpm0WrCd98jANNqiPsTC+SfsntcXw53v3wKOZfAfTx/BH49NrmgttiE5CS5RX5DgEgDm2nl1E3yedt50RsPAWBpbeosbi9Qe8+PTN23FhrYgnvjdKfzipQEYZnFxWY5joekmNJ3CCkT9QIJLACiunfetXHVCr3M4wQm/V8Anrj8H27e14aXD4/ivZ9+GnC0ursuAsePKBFEnkOASAIpr5z3SP41YyIPWJt+K7ptlGdzwrg249YqNGBxP47tPHkZiNlvwdhxn1wUTRL1Agkucmc6bJ36bVXScHElhS2901abk7zirGZ963xbIio6XDo0VPF/kOcxKJLhE/UCCS9jtvBbytvMePZ2EaVkrCic40dkcQE9bEP1jhYf28TwLhQzJiTqCBJeAlNVQaM96pH8aIb+ArubAmh+vty2EiZlsceEChgzJifqBBJdAWtYg5GnnVTUDx4ZmsaVn9eGEhfS222OkB8YK+y6QITlRT5DgEnY7b55ysONDs9ANE1vXGE7I0Rn3g+dYDIwWDivY9bgUxyXqAxLcBkc3TBhGfjvGwwPT8Ht49LSFSvKYHMdiQ2ugqDiuwLOQyJCcqBNIcBscTTcBuIuZbph4ezCJc3uaCnrkroSethBGpzIFfW8ZhgHIkJyoE0hwGxxNN/PILXByJAVFM9ZcnbCUXBy3GP9chmEgkyE5UQeQ4DY4GUUHl8ew5kj/NESBRV9HuKSP290cAMcy6C8ijktGNkS9QILb4GQU3dU/wTQtvDUwg3O6m/J6LKwGnmfR1RJAfxGVCgLPIp0hQ3Ki9iHBbXDyVSgMjKchK3rJwwk5ettCGElIBeOzLMvAtKgel6h9SHAbmEIVCkf6p8FzDM7qipTl8Xvag7As4HQxc9AsCwoZ2RA1DgluA5OvQsGyLBzpn8bmzkjBkemrZUNLECzDFN3mm6J6XKLGIcFtYPJVKAxPSpiVtbKFEwBAFDh0xP3oHy28wxUFMiQnah8S3AYmX4XC4f4ZsAyDczaUT3ABuzxsaFKa2227w7EsdNOCSnFcooYhwW1g3CoUcuGEjR0h+Dx8WdfQ2x6EaVo4PVFMHJcGSxK1DQluA+NWoTAxk8VUSsHWIkfprIUNrUEwTHFGNjwHSBTHJWoYEtwGJV+FwuH+aQDAuWUOJwCAV+TRHvMX1QAh8hxSGRJconYhwW1Q7ISZc8rsSP80NrQGEfQLFVlLT1sQpyfSMAoYjfM8C0Uzih5ESRDVBglug+KWpJqazWJsOlMyK8Zi6G0LQTcsDE1KBc+1LAuqRoJL1CYkuA1KVtPBOYQTjuQm8/aUP36bo6ctCABFtfkyANQCFQ0EUa2Q4DYockYH7zCl90j/NDrifjSFPBVbi98roLXJV5QhOccxyCgUxyVqExLcBiWj6uCX1OCmZBWnJyRs6alcOCFHb3sQg+PpgkbjPMdCzlJpGFGbkOA2ILphQtctcOziP/+R/rlwQpHlYJZlwSyRg1dPWwiqbmJkSs57nsCzyCjkHEbUJiS4DYimm3Aa03t4YBrNES9amnxF3U9K1jCTVkoy/qZ3bnxPofIwhmFgWKDR6URNQoLbgGi6uWyHKGc19I+mivZOsCwLDMOgqzmAtLz2HWfQLyAe9mCgCCMbxrKgUKUCUYOQ4DYgThUKRweTsCwU3V2WUQzEQh50tgTR3ORDSl77CJze9hAGxgrHcRmGIW9coiYhwW1AnCoUDvdPIxIQ0R7zF3UfumEiGvKAYRi0x/2IBMQ12yf2tIWQVQ2MT2fynsdzDOQszTgjag8S3AZkaYWCohk4MTyLLb1Re0puAXTdhChw88Y2LMOguzUAv4eHnFm9EOYGSxbyxxV4lgSXqEnWRXAfeugh7N69G3fddRcmJyddz7MsC1/60pfwox/9aP5n6XQaf/qnf4qPfvSj+MY3vlGJ5dYVThUKx04nYZhW0d1lGcVAc8S7SJw5lkVvewgcxxYcfe5GJCCiKSgWFFyOY6Hq1OJL1B4VF9yDBw9i3759eOyxx/DpT38ae/fudT33nnvuweHDhxf97IEHHsD111+PRx55BCMjIzh48GC5l1xXOFUoHO6fRsDLo7slWPD2lmUBjIVIQFx2jOdYbOwIwVrD/LHethAGRtNFJeGoxZeoNcprdurA888/j5tuugkcx2HHjh34+te/7nruX/3VX+HHP/7xstvfc889AICrr74aL7zwAi655JIVrSEeLywsC2lpCa3o/HKzlvXMpBRE0ioiAbuTTNNNHBtK4tItbYjHCv9eMlkd8VgQnR1ndsNL1xOLBXD41DR8Hg4iv7LxPFs3NeOPxxNQTQbt8YDreaygIBxZ3hFXT3+rUlNNawGqaz2VWkvFBVeSJGzbtg2AnW2WZfdC9+7u7mU/Y1kWwaAtDOFwGOPj4yteQyJROBOeo6UlhImJwqVKlWKt6xmfkZGazcDU7Mv+twZnoGomNrUHMT1T2DxmVlLR1xGeX4PbemJ+HieGkwh4eXArGLHeHLIdyl5/exwertX1PCmr4fQwoC1I8tXb36qUVNNagOpaT6nXkk+8Kx5SCAaDyGTOZKHT6SKc/hfA8/z85aYkFRYIYjGZ7OIKhVMjKfAcg43thT/hDdMEz7EI+ArbNgZ9AnraQkhn9BU1RkRDHoT8QkEjG4FjIVHijKgxKi64F110EV588UUAwKlTpxCNrsyVatu2bfNx2zfffNNxF0y4IyuLKxRGEhLaYv6idqHZrInmiBdsEZUMANAU9KCrJYDZFTRGMAyD3rYQ+kdTeW9DLb5ELVJxwd25cyeOHTuG++67D5///OexZ88ePProo3jyySeLuv0dd9yBr3zlK3jggQfwk5/8BLfcckuZV1w/GKYJbUGFgmVZGJ2S0RkvrvbWsMz52G+xNEd8aI/6kJKKF8fe9hDSGQ3TKcX1HIZhYFKLL1FjVDyGy3EcHn74Yezbtw833ngjLr300rzn/+Vf/uWi7y+88EJ85zvfwYEDB3DHHXegra2tnMutK1TNxMLN6dSsAlUz8yanztzWQMArwCOuLAkGAG0xP3TDxFRKQdihumEpvTl/3NEUYmFv/nXpJoQVJuYIYr2ouOACgCiK2LVr16pv39XVha6urhKuqDHQjMUeCiMJOwbeUcQON6ua6Gkrbie8FIZh0NkchGaYkGQdAX/+l1084kXAy6N/LI2Lz2lxv18Aimp/EBBELUCdZg1EVl3soTCckMGxDFqa8u8iTdMCywChNcw4Y1kGG1pDEMXCXWIMw6BnLo6bD55jKHFG1BQkuA1ERtHBL0iOjSRkO2HG5n8ZZFQdsbC34HmF4DkWG9tDYFkGipq/MaK3PYikpGIm7R7H5fnVd7URxHpAgttAyFkdPG/vcC3LwmiiuISZYdgVB6VA4Dn0toUKdqLl/HEH8pSH8Zw9xbcUfrwEUQlIcBsEwzShG2cqFKZSChTNKBi/1XQTXpGDz1O6xJRX5MBzbF4vhNaoD16RKxhWsACoOlk1ErUBCW6DsNR3YGTS7vDrKFChkFX0ZUY1a4VhGEQCYl4vhPk4biFDchqbTtQQJLgNgrakXnUkIdkJs6h7wsyuaGAQ8hcu5VopIb8I3cgfCuhtD2JqVkFKVl3Psaf4UhyXqA1IcBuErKpj4ZAHO2Hmy5sIy6oGIkERgsM49bXiLaKet5g4rsCxkElwiRqBBLdBWFihYFkWRhJywXCCplsFGw9WiyhwEHg2b6dYe8wPUWDzxnH5OcGlFl+iFiDBbRAWVihMF5EwMwwTAs/A7y1fb0zEL0LNU61g1+4G88ZxWZaBaVrU4kvUBCS4DcDSCoWRRC5h5i64GcVAS8RXtFHNagj6BRgFCgx620KYmMlCyuafl6bqJLhE9UOC2wAsq1CY6zBrbfI5nm9ZFkzLQqgI34O14BV5gCmUOCscx821+BJEtUOC2wA4VSi0Rn2uloyqZiLkE+ERymsKI/AsPAIPPc/utDPuB8+xGMgTx6VKBaJWIMFtABTVmK9QOJMwcw8nKJqBeAF/hVIRCYh5u844jsWG1kDeOK7Akxk5URuQ4DYAsqLNVyjMpFVkVcO1QsE0LXAsg2CFHLgCPqFga25PWwijUxlkXXaxHMtAUXUY1OJLVDkkuA1AZkGFQiFLxoyiIx72gmXLlyxbiFfkAIbJW9Y1H8cdd47jMgwDMEzeigeCqAZIcOscwzShLahQGJ6UwbIMWqPOCTPDshApkVFNMfAcC7+Hy1vW1dUcAMcyBX0VSHCJaocEt87R9OUJs7aob5FNYw5VM+AXefg8lfWljwQ8UFR3wRV4Fl0tgbyDJVkGkAuUjhHEekOCW+csrE8tlDDLqgaaI5VJli3E7+VRKPza2xbCSEJyTbAJPIt0hgSXqG5IcOscVTXm55jlEmbtseWCa1kWGIZBsAxGNYXwijwYBnnjuD3tQVgWcNoljstzJLhE9UOCW+dIigZhLnwwmuswa15eoZBRDMRCHsdQQ7lh56oiloY/FrKhJQiWYVzLw3ItvvnugyDWGxLcOiejGOA5e4s7nJDAMgzaHDrMdMNENFS5ZNlSQgEhr6+tKHBoj/vzdpwBgEZm5EQVQ4JbxximCU035zvKRhIyWqNe8EvsFnXdhChwFU+WLSTgFWAWcPzqag5gNCHnrdvNUosvUcWQ4NYxmmPCzDmcUOqpDivFI3JgCtTjdjb7oeomErNZx+MCR0MlieqGBLeOWVihkJRUZBTduUKBscoy1WElsAyDsD9/WKFzLvaccztbisBz1OJLVDUkuHXMwgoFN0tGu5WXhViGqQ4rJeTPP+csHvZC4FkMT0qOx3mOoSm+RFWz/u8yomwsrFAYySXMoosFV9UNhHzCuoYTchQyO2dZBh1xP4YTzoLLMAxg0RRfonohwa1jFlYojEzKaGlanjDTNAtBf2WMagrhETiwLPLuUDviAYwmMu7nMGRGTlQvJLh1ysIKhfmEmUP9LZg5I/AqgGEYhAP5x+50NvuhGyYmZjKOx1nGHphJENUICW6dsrBCYVZSISs6OpZ0mOUqAjxFTNCtFGG/mLd5oXOuymLYJXHG8yzkDAkuUZ2Q4NYpCy+r3RJmmm4i6BPKOrdspXgL1ALHwh54BA4jLokzGptOVDMkuHXK0goFhgHaluxwNc1CqEritzlEngXHsTBM510uwzDoaHZPnLEsA8MwqcWXqEpIcOsUWdEXVSi0NPkgLEmYmZYF/zp2lznBMAwigfzlYZ3xAMamMjBcPXQZavElqhIS3DpFVnTwHJPfkpGxPQqqjZBfhG7k7zgzTAvjLokzAHnnpBHEekGCW4fkXLM4jkVK1iBl9WUtvZpuwity6+IOVghvgSRe7rkMT7olzmiKL1GdVN+7jVgzCwv/3WaYqbpRdfHbHKLAQeBZ17E7TUERPg/n2nEmcCzSVKlAVCEkuHWIppvA3BX58FzCrD222JLRNGyHrmol4nevx2UYBh3xwPyHyVK4XItvAfcxgqg0eTMmDz74YME7+OxnP1uyxRClQVENMHMfpSMJGS0RHwR+8WW6Bavgpft6EvQLmEw6u4IBdhz3hdfHoOnmsmRgrk1Z08yqqjEmCNrh1iGZhQmzSWlZOMEwbJFaKsLVhFfkASZP4iwegGlZGJt2juOSpwJRjeTd4dLutTaR5krCcgmz9mXxWxPhdbZjLITAs/AIPHTdXOb/ACywapyU0d0SXHacYW0z8pDzvEyCWBdoh1tnmKYFTTPAcSxGpvJ0mFW54AJAJCC6lneF/AICXt61AULgWUg0VJKoMtYkuP39/aVaB1EiVN1ArsVsZFKaS5gt2eYxgLcK62+XEvAJrq5gDMOgszmAEZfSMGrxJaqRotuMnnjiCfzDP/wDEonE/M/8fj9eeeWVsiyMWB0LKxRGEjKaI95FzQ2maYFjGIhC9V/ceEUOmBu74+TX2xH349hQEqpmLGvgYFkGhmlCN8yqrDUmGpOiX4l79+7Fj370I7zzne/Er3/9a3z5y1/G7t27y7k2YhUsrVBwangI+qvDcLwQPMfC7+Fc63E7mwOwLGB0ynmXa1lM3hZhgqg0RQuurusIh8PYvn07Dh48iI9+9KP4+c9/Xs61EasgV6GQklWkM9ryhgfNRMhX/fHbHJGAB4rqLJq55+bWccaAKhWI6qJowf3Qhz6EP/uzP8N1112HvXv34q//+q8RjUbLuTZiFeQqFNwsGS1Y6zoOfaX4vTzchjuE/CJCfsG1AYLnGchZSpwR1UPR77y7774bIyMj6OjowP3334/XXnsNX/jCF8q5NmKF5CoUvKI4L7gLE2a5WKinBhJmOezx6XCN43bGA+6eCpQ4I6qMFWUTkskk9u/fD8uycMEFF2B4eLhc6yJWgX35PFehkJCWJcw03UTAK4Blqz9+m4NjWQS9gqu/bWezH4nZLBR1eeiA5xhkFGrxJaqHFe1wDx48iL6+vvmfMQyDhx9+eMUP+tBDD+GZZ55BLBbD3//936O5udnxvJ/85Cf493//d4TDYfyf//N/sGnTJgwPD+P222+fX8cnP/lJXH/99SteQz2iLZnysLE9tOi4qpuIhbyVXtaaCQUEjCY0RyvJ3Jy2kYSE9tbwomMMw8CCRS2+RNVQtOC+9NJL+O1vfwufz1f45DwcPHgQ+/btw2OPPYaXX34Ze/fuxde+9rVl5w0ODuI73/kOHn/8cYyPj+O+++7D9773Pezfvx933XUXPvWpT61pHfWIMjflIS1rSMnLE2aWBfgKjCKvRgJewXWX2plLnCVkXOxwnLEYqLpBgktUBUW/+6688kq8/PLLuOqqq9b0gM8//zxuuukmcByHHTt24Otf/7rjefv378fVV18Nv9+PjRs3YmJiAoZh4MCBA3jjjTfw9NNPIxqN4oEHHkBTU9OK1hCPL28FzUdLS6jwSRXEbT1p1UQzw+LkcBIAcE5vHNGmM2VhrKCgu7Op5HWp5f79mKaFybSKoF9cNn8tCiAW9mIyqdjfNy0ug+MFFf6QDy1Lmz8qRDW9dqppLUB1radSa1nRdufuu+/G+eefj56envmf3X///St6QEmSsG3bNgD2JZ8sOyc8JElCR0fH/Pc+nw9TU1O47rrrcM899yAUCuHBBx/Ef/7nf67Y8yGRSLt2MC2lpSWEiYnUiu6/nORbz9DoLDgOeHtgCgAQ8LCYnrEz+LpuwrSA6SnnjH451lNKTE3H+ITiuFNti/rQPzoLAPPPN4eiGjg9rIEzKl8eVk2vnWpaC1Bd6yn1WvKJd9GCe/nll+Pyyy9f82KCwSAymTOjUdLptOt54+Pj899LkgTLsrB9+3Z4vXYccuvWrXjyySfXvKZ6QDdMqJqBkChgZFJGPOxdVI2g6gZi4dqL3+YI+UXMSpKj4HY2+3G4fxqSQwmY7alAlQpEdVD0teXAwAB279696N/111+Pffv2LRLQQlx00UV48cUXAQCnTp1yreW96KKL8NJLLwGwRXl8fByxWAwf+9jHMDU1Bcuy8Oyzz+L8888v+rHrmaxqINfTO5KQ0NG81JKxug3HC+HPE3vOddOdHlu+S1nY4ksQ603RO9wjR45g7969ME0Td9xxB2KxGL7yla9AlmU89dRT+Kd/+qei7mfnzp148MEHcd999+GVV17Bnj178Oijj8Lr9eLmm2+eP6+vrw/BYBD33nsvTp8+jQ9+8IPgeR5f+MIXsGfPHrAsi4svvhif/OQnV/6s6xBZ0cCyDKSMhlmHhBmYwrPCqhmPwIFl7Xju0rK2XOJscCyN1ojH4dZ2iy95KhDrTdGCm06nYRgGNE3D5z73OTz88MN4/fXX8fTTT6+oLIvjODz88MPYt28fbrzxRlx66aWu537zm9/Ec889B57nceWVVwKwk3e5/xNnSEkqRIHFqVE7RLPQQ8EwTfAcU9WG44VgGAbhgAgpo8G7pFPO6+ERC3swOJ7CpefEl9/YwtzY9Nqr0CDqi6JfgSdPnsS3v/1tqKqKD33oQwAAWZbB8zx0fWUxMlEUsWvXroLnsSyLa665ZkX33YgYpglZMRD08WeGRi7Iyteaf4IbYb+ImZQCr8MmtjMewIBDSAGwZ5xJWR2RoNPulyAqR9GCe9ddd+GKK64Az/M477zz8Od//udgWRbf/va30dLSUs41EgVQVAOw7F3gSEJGPOxZlFzSdbNqJ/SuBK+YJ47b7McbJ/wFbygAACAASURBVKeQzmgI+hY/V4FnISvkqUCsP0UL7qc+9Sncfvvt4HkeDMPgtddew7Zt2/D444+71tISlUHO6jnPcYwkZGxoXVpnzNRF4b8osOA41iWOe6bj7OzuxXXZPMcgndFhWtayOl6CqCQrCmoFAmfigpdddhkAYM+ePaVdEbFiZmUNosBCymqYldRFCTPTtMCwqCnDGjcYhkHQJ0BWtGW73fa4Hwxsq8algmub3lCLL7H+UNq2xjFNC1JWg8A7WzJquomgtzYMx4sh6BOg68ubVjwCh9aY39Wq0bLgOh+NICpF3h3uM888gxtvvBGAbSTjxAc+8IHSr4oomqxqAHPWhW6C29y0Nv+LasIr8nDrEdzQFsKRU1OOxwSeRTqjIhyo/eQhUbvkFdyDBw/OC26uCWEpJLjrS0bV53evIwkJsZBn0eW2ZVnw5Uk21Roe0f2ibENrEAcOjyElqwgtmUos8ixmZQ2d5V4gQeQh7zvxi1/84vz/V+qZQFSGlKRCmBsIOTIpo7vlTJzdmnPYquWGh6VwLAuPwEHTTQj8YvHtabN72IcnJZzbs1hwOY6FnFUdb0cQlWJVrzxd1zE5OVnqtRArxLQspLMaRJ6FnNWRlNR5f1jADif4vXxNGY4XQ9gvzDUyLKazJQiGcZ9xBoahOC6xrhQtuD/4wQ9w9913I5PJ4P3vfz9uuOEGfOMb3yjn2ogCKKoBc77+dq7hYUH8VtVNhOowZun3CXCyRhAFDq1NPgy7JM5YFpAyVI9LrB9FC+63vvUtfPWrX8VvfvMb7Ny5E8899xwef/zxcq6NKEBW1cHMZZDmE2YLZ5iZFvye2m94WIpd4uacOutoDmBkUp4PpyxE5DmkMmqZV0cQ7qwopMDzPP73f/8X11xzDUSx/nZOtUZK1iAIdrhgeFJCNORZ5DNgob7itzlEngXLMI6exp1xP2TFDq8sJTfjzDDJOYxYH4oW3A9/+MPYsWMHDh06hJ07d+KOO+7AbbfdVs61EXmwLAspWYXIczBNC6dGU+htO9NhphsmvCJflw5ZDMMg4DJYcn7GmUMcl2EYwILjwEmCqAQrGiJ5xx13IBQKgWVZ3H///di4cWMZl0bkQ9XsCQ4sy2BoUkJWNbCpM7zoeLSOzVqCfgHphLasc6wt6gPLMhhOSNi6cbnXMsswkBUd/hr2BiZqlxVtfyKRCFjWvgmJ7fqSVXW7fQrAyWF7vExfxxnBNUwLgTowrHHD7+HhNFeS51i0RX0YnnROnAkCg5RMiTNifai/680GYVbWwM/Vk54YnkVb1IfAEpcsbx34J7jhNDI9R2c8gGGXxJndcaa5TgEmiHJCgluD5OK3dgOAgcHx9KJwgmla4Fimrgv8eY6FR+QcR+d0NPuhaAamU8qyY7muPIrjEutB/b4j6xhVN2HMWRT2j6VhmBb6FsVvDYT8Yt0Y1rgR9AlQteWCm7NqdG2AsOZCMgRRYUhwaxBFNeYvl08Mz4JjmUUVCppuIeSrH/8ENwI+wXGH2xL1gptLnDkhCAzSFMcl1gES3BoknVHnwwUnh2exoTW4eF4Zg2Vzv+oRr8A57uI5lkV7zI8Rl8SZ3QChOcZ4CaKckODWILOSCnEu+TM2nVkUv7UsCwyTP6lUL4gCC4aBo3B2NvsxknBOnOVGp6sOdbwEUU5IcGsMVTOg6iY4jsWpkblysIXxW91EwCs0xCiZvA0Q8QBU3cRkMut4W4saIIh1gAS3xsgoOhjYYnpieBZekVvkn6Bp9TEwslhCbomzXMdZwjlxljMkJ4hKQoJbY6RkDRxnX0afGEmhryO8yH7RtOymgEbB63GeANEc8ULgWdcGiJwhOUFUEhLcGmMmrUAUOCRmFcxKqmP8tpEGJdrmPM5x2vaY37VSgeNYaJrhGI4giHJBgltD6IYJRdHBcyxOzLXzLhRc3TDh83Dg2Mb5s/IcC4HnYDiUh3U2+zGayDi6igEgQ3Ki4jTOO7MOyC5I8pwcnkVTUEQ0dMagRtVMhHyNZ5sZ8gmOFQed8QB0w8REMuN4OzIkJyoNCW4NIWU0sCwzb8e4cHcLzBnW+BonYZbDHp2+MqtGgAzJicpDgltDzMoqPCKHoUkJimYsE1wGuWkIjYVH5ACHMrh42ANRcE+ckSE5UWlIcGsE3TCRUQyIPDcfv93YfkZwNd2A18PXtWGNG7kmj6VNDgzDoCMecE2ckSE5UWka791ZoyxM7pwYnkVn3A+/90z5l6LWt+F4Pti5BgjnOK4fY1MZx6Ra7rayQkY2RGUgwa0R5KwOlrVdroYmpEXdZQBgAg0Zv80R9PNQHXaqnc0BGKaF8RnnxBkZkhOVhAS3Rsj5Jxw/nYRpWYvit4ZpgmeZuhwYWSx+j+BoKp7rOHOzaiRDcqKSkODWAIZpQlZ0CDyLowPT4DkGG1rO2DEqqoGmoKfu/W/z4RE4wOHpNwVFeEUOI/niuKA4LlEZSHBrgJwYMAyDtwam0dMWmh+vAwCGYSEcaLz624UIPAuBZ5dVHDAMg87mgLsZOUCG5ETFIMGtAWRFBwMgJasYm5KXtfOCYeDzNG44IUfIL0JzMLLpag5gbFpG1iU5RobkRKUgwa0BUrIGUVjQzrtgOq+iGQj7hYZq53UjHBCh6ctjsZs6w7As4ORoyvF2ZEhOVAp6l1Y5pmUhndEg8LbgBn0C2mK++eOqZiLS4OGEHD4P7xjH7W4NQBRYHB9KOt6ODMmJSkGCW+UsnF92ciSFszc0LUuONXI52EI8ol2XvHSnyrEs+jrCOD4067qLJUNyohKQ4FY5GUUHyzCYmMkindFwbm90/pimm/B5+MXzzBoYjmXg9ziPTt/cGUZSUpFwmQBBhuREJSDBrXJSsjofTgCAczacEVxFNRq2u8yNoE90DA1s7ooAAI7P/R6XQobkRCUgwa1iTMtCKhe/HZlFPOxBNOw9cxwUTliK38vDdIgMREMexMMeHHOJ45IhOVEJSHCrGFUzYJl2TLJ/iR0jdZc549YAAdi73P7RtLuokiE5UWZIcKuYzFzd6OkJCZpuom9hORh1lzkiChy4Oc/gpWzuCkM3TAyMOZeHkSE5UW5IcKuYtKxB4BmcGJ4FwwAbO0Lzx6i7zB17AsTynWpvWwgcy+SJ45IhOVFeSHCrFGsufisKHE6MzKKzOQDvwrIn6i5zJeAToDs0QIgCh562oGs9LhmSE+WGBLdKUTXTLsbXDAxPSovit6pmUndZHrwi71pvu7krgomZLJLS8p0sGZIT5YbesVVKVjNgWcCp0RQsa3k7L3WXueMRWYBhHEV3c5f9ezzh1nVGhuREGVkXwX3ooYewe/du3HXXXZicnHQ97yc/+QluvfVW7NmzBydOnAAA6LqOu+++Gx/96EfxxS9+EWadXv6lc/W3I7MQeBbdLYFFx/1eKgdzg2NZ+DwcdGO54LY2+RDyC65xXDIkJ8pJxQX34MGD2LdvHx577DF8+tOfxt69ex3PGxwcxHe+8x388Ic/xNe+9jV8/etfBwD867/+K7q7u/HII4+gtbUVTz31VCWXXzFmZXXesGZjewgcZ/+pVN2AV+Tn53gRzgR9AjSHxBnDMNjcGcaJ4VnHSgYyJCfKCV/4lNLy/PPP46abbgLHcdixY8e8kC5l//79uPrqq+H3+7Fx40ZMTEzAMAz87ne/w5e//GUAwDXXXIMf/vCHuPnmm1e0hng8WPikBbS0hAqfVEIUzUBgUoZhWpiaVfDui7oRbbJ3uElJweaNcbTE/BVdUz4q/fvJR24tok+EYk6jKehdds6FZ7fi1WMJpLIGNnZGlh3nRAWhsK8kVxHV+LupFqppPZVaS8UFV5IkbNu2DYC925BlZ2NoSZLQ0dEx/73P58PU1BQkSUJnZycAIBQKYXx8fMVrSCTSjrsbJ1paQpiYcK7bLBezsorkbAbHTs8AANqjXkzP2BMLWIGHKiuYMKojsbMevx83Fq5F0QzMJjOwHHa5rREPGAb4w1tjiPiXvwVSkobTwzOIhpaL9WrXs95U01qA6lpPqdeST7wrHlIIBoPIZM4M9Eun00WdJ0kSLMtCIBCYF2lJch6bUuukZQ0cy+DESApBn4CWJvuNb5gmOOouKwqRZ8FyrOMHq9/LozMewPEh9zguGZIT5aDignvRRRfhxRdfBACcOnUK0WjU9byXXnoJgC3K4+PjiMViuPjii+dv/+abb6Krq6syC68gs7IKgWdwcngWmzrDC+ZumYhHvNRdVgQMwyDo413beDd3hTGckCBnl1ckkCE5US4qHlLYuXMnHnzwQdx333145ZVXsGfPHjz66KPwer2LYrF9fX0IBoO49957cfr0aXzwgx8Ez/P4yEc+gs985jN4++238dOf/hTf+ta3Kv0UykpG0aFqBuSsDlnR0beou8xEJOiFIivruMLaIegTkZIkeByuCDZ3RfA/fxzByZFZnNcXW3RsoSG5h5KTRAmpuOByHIeHH34Y+/btw4033ohLL73U9dxvfvObeO6558DzPK688koAQFdXF77//e/j+eefx8MPP4ze3t5KLb3sKJqBkyOz8Agc3jg5BQDzDQ+57rKAlyfBLRKfyMEtVN/VHIBX5HB8KLlMcIEzhuQkuEQpqbjgAoAoiti1a1fB81iWxTXXXLPs5/F4HLfccks5lrZuqHNiyzKAR+RwYngWLU1ehPzi3HETIZ8wXx5GFEYUOLhFX1iWwabOMI4P21MgloZpcobk5FdBlBJ691YBmm7i5EgKlmXB6+Gh67aj1dLusqYgvflXAs+x8AgcdLc4bmcYKVnD+Exm2TEyJCfKAQnuOqMbJk6NzsI07XE5ADAwnoZuWOhb4J8AUHfZarCdw9wSZ3NTIByqFciQnCgHJLjriGGa6B9NQdVM+Lxnojt2aIFBb7udMNN0k7rLVknAJzjOOAPsseotTV5X9zAyJCdKDQnuOmGaFgbGUsgoOgK+xaH0E8Oz6G4NzCdsVNVELESzy1ZDvgkQgL3LHRhLQ3UQVjIkJ0oNCW4BxqZk9I+lSrrTMU0Lg+NppDM6gv7FYQI5q2MkIS8epwOLZpetElFgwbk4hwF2Pa5hWuh3mAJBhuREqSHBLYCum0gkMzg6OI3xaXnN5tSmZWF4Mo2kpCDkXy6ip0bteGJunI5pWjS7bA0wDIOA1z2O29saAs+xjnFcMiQnSg0JbhF4RR4Br4Cx6QzeGpjBTFpZVReSZVkYmZQwlVIdxRawwwkegUNXs21Wk6XZZWsm6Begac6iyfMsetudp0DkDMmzZEhOlIh1qcOtRViWQcgvzJdsBbwCOuIB+L3F/Qoty8LolIzJZBbhgOAooLOSircGZrCxPQSWtY8bhkm1oGvE5+GR7+PxrK4IfvHyIKZTCqJLYuUcByTTCgJUIVITWJYFw5z7Z1gwTBOGaUHXTZiwwDIMGIaZ+2qH93mvgFlZBQPMvy/tY/Y5HoGbfz+uFRLcFcLzLMK8iKyq49jQDOJhL1qjPgh8/kv+iZkMxqdlhAOio9hOpxR8/xdvQTcsXPEO2yWNZpeVBo/A5b0i2TwXLz8+lMRlW1oXHfN5eCSSClqaCv+NifJimhYUzZgXVE23y/bsfwZU3Zwznbdgy6XdMQjYCVDMHYEFWLDAgIFlAUnFwMyMPH9FM/cFsOxKor6OMCLB0iStSXBXiVfk4REszKRVTKcUtMf9iIW8jp+EkzMZjCTcxXZyJoPvP3sUumFizw3noHMunDDfXUazy9aE3QDBQzdM8A6devGIF5GAiOPDs8sEl5nbCU2nFbQ2VY8HcSOg6SYUzYCsaEhJGmRFhwU7DprrDmRZBhxrf/UIHLwiVhx+iwQ8MDXnsUopqbRVKiS4a4BhGAR8PEzTwvCkhMlkFl3NAQR9Z0IGU7NZDE1KCPmdwwhjUzK+/+xRMAA+uetctEXPvKlVzUBb1Fepp1PXREMiJqaz4P3LBZdhGGzuCuONk1NzFpiLz/F5OUxMZxAPe+nDr0yYlgVVM6CoBtIZDSlZhaabsABwLAOBZxH08TWfyyDBzcN0SsETz5/C5s4Q/F73KREsyyAcEKHpBk4MzyIcENAeC0BRdQyOpxHyC44736FJCf/17FGIPIs9N5yLeGSx4bUF6i4rFeGAiNFpZ7N7wK7HPXh0EqfHpfmGkxwcy8IwDaQkFU1rNCUnbHTDhJTVkMnqSGU0SFnNvvy3LPA8C5Fn4fXUnzzV3zMqIZpu4MCRMTz/2jCuvrgTO89rzxs8F3gOkSCHjKLj7dMzsAAEfbzjbfrHUvjhr96G38Pjkzeci6YlyRrqListXpGHV7D9cQV++S61ryMEhgGODyeXCS4A+DwcxqaziFDFyJrIqjomZjIYSMhIJjNgYNdKB7y1v3stBro+ykNr1I+v3LUDmzrD+PUrQ/i3pw5jLM8uKYfPwyPkF1zdvY4PJ/Ffz76NsF/En964ZZnYAtRdVg7iES+yinOJl1fk0d0SdJ8CwbNQNAOSg2E5URg5q6N/NIWjgzNIySrCfhEhv4CgX5hzdat/sQVIcAsSCXpwy+Ub8aGrN2FGUvHdJw/juVeHCxbD5wL6S3lrcAaP/OoY4mEP7th1rmvJF3WXlZ6wXwDyFIht7gpjJCG7tvN6BBbjRXzgEmeQshpODs/i2NAMZEVDyC/A73XOZzQCJLhFwDAMtm2M4c8/cB629Ubx3KvD+N6ThzGSWNlMtUMnp/DovuNoi/nwyV3nugoqdZeVB4HnEPSJrm3aZ+Xcw4add7kekUM6oyGj0C43H5ZlIZ3RcHwoieNDSSiajnBAhM/TGGGDfFAMdwUEvAJuu2oTzuuL4qnfD+B7PzuMyy/owLvf0eFYbrSQV9+exJMvnMKG1iA+9p6zHce+5LC7y5xLyIi1EQ17MDiedpzk0BH3w+/hcXwoiQs3xx1vz3MMpmaz6GpxT6I2Kuac0I5NycgoOjwCty5NO7kRVZKiQ85qkLM6VM2O3Qs8C55nIXDs/Pe6xUCW1fnvOZYp23uPBHcVnNsTRU9bCM++PIjfvTaCtwamcfPlG9Ht8ibcf2Qcz7w4gE2dYXzk2s0FC+h1w0Q4QPHbchCcu6pwmvLAMPYUiBMuUyAAOz4/lcoW1ezSKJiWhVlJxdhUBoqmwyuWXmgty8J0SsFkMgspawup/fWMqEpz/9zsOIuFYTAvyAGfgLs/eAE1Pqw3Pg+PW6/sw7a+GJ564RT+/ekj2LGtDVdf3LUoC/7CG6P41YHTOGdDEz501SbwDhnyheTe6NRdVh54jkVTUEQ6o80bvi8kV487OiWjIx5YdpxhGDBgMJ1S0Bpt7EYI07SQlBSMTsnQdBM+T2mFNqvoODmawomhWRwfTmImvdi5jefs6gb/3L/mJp/9fw+PgE+A38sj4LGPiQIH3TDPdKbN/V/XTQiigJnZzKKf545ZsMW3VJDgrpGzuyP48w+cj18dOI3fHxrDW4MzuOXyjdjQGsT//HEEz706jPM2RvGBd/cVLJo3TBNpWUNr1E8F9mUkGvJiJqUADpuWzZ1npkA4CS4A+L08JmYyiEcatxEio+g4PZFGRjHg93COH14rxTQtDE1KOD6UxInhWQxNSrAsu2ysrz2Mnee3oyPuR9ArzItoKYg2BTA945yPSUlaSUszSXALwPMsVN2Ax2Rd31wekcP7/6QXWzdG8bMXTuE/nnkLPW1BDIyl8Y6z4rj5TzYWNL9QNQNZ1cCG1tAyAxWitPg9dm20aVrL/i5Bv4D2mA/HhpK44sIOx9vbY9QtJCUVsQZrhDAtC5PJDEYT8lyMdm2VNNMpZV5gT47YvtMMA3TGA7jiwg5s7gyjqyVQNx9sJLgFaI360NMawtCkBJ4z836Sb+oM489uPQ/7Dg7h5cPjeOeWFuza3lMwAC9ndTAAzupqKtp9jFg9LMsgHvYikco6uoBt6ozgxUNj9ph0l+Sm38NjfDqDpqAHbIMkNzOKjqGJNGTFQNDn3D1ZCMuycGJ4FqcODuPNkwlMpxQAQCQg4ry+KDZ1htHXES7Jjrkaqc9nVUIYhkEs7EXAK2BwPI1ZSXPtHgPs0dy7tvfgqos6C75oLMtCStYR8vPobgk5dkAR5SEc8DhO6wXsOO4Lb4zi1Ogszu2JOp7D8yxkSYWU0eZH2dcrpmVhKpnFSEKCILCr3tVOpxQ889IAjp1OwiNw6G0PYvu2NmzuDCMWbowOPhLcIvGIHDZ1hc9cTomcY2lRjkJiqxsmpIyGtpgfrVF/w+ySqgWfh7NLghwcxHpagxB4FseG3AUXsF8TEzOZuhZcRTVweiINOasjsMpdrWGYeOHQGP73j8NgGAbXv7Mb793Rh1TK+QOvniHBXQEsw6C1yY+gV8TgeBopWVuVg1FW1aHrFvo6wlT+tU4wDIPmiBdjUxkElziIcRyLvo4Qjg8lXcvDANtnd1ZSkVH0ursEtiwLUykFw5Np8ByL0Cp3tSdHZvHMiwOYTGaxtTeKG961AeGAWLBuvV6pr1dJhfB7eZzVHcb4dAbjMxn4PVxRNZmWZUHK6PCIHPq6Q3mbH4jyE/Z7MJpwbtXd3BnB0cEkplIK4mH3xBjPsZhMZrChdbnhTa2iaAaGJtJIZzQEfPyqElbpjIZf7h/E6yem0BQU8bHrzsLZ3U1lWG1tQYK7SjiWRUc8gJBfxMBYCqqqw+9zN+EwTQtpWUMs7EFHc/1kXWsZj8jB6+Gh6cayD8zNXWemQOQTXJ+Hw0xKQVvUX/PObpZlYTqtYHhCmrccXSmmaeHg0QnsOzgEVTdxxYUduPLCdmoSmYMEd40EfQLO2dA0NxxSQcDHL7tc0nQDGcVAV0uwYZIDtUI87MXQRHqZIMTCXkRDHhwfmsW7tra53t6ej8ViKpVFe8y5brcWUDUDw5MSZiUVAf/qdrUjCQlP/X4Aw5MSNraH8L4dPWhuqryBvmVZME0LprX4/znjoqX2RbyszhsWLT2muUx7Xi0kuCWA51hsaAshFBAxNCFBY0z45sq7Mll7LMhZXREyE69CQn4RYJxbfc/qCuPVYwnX0Tw5fF4OkzNZNEd8NRebzHWLDU/KYBkgHFz5rlZRDfzmD0PYf2Qcfg+P3Vf24fxNsZJvLHTDhKIaME1gfmDZwsewR5nNj93hOQYCx4HjWPDsEvc+5sxN41E/PKw1NwVt7r4XUMr4PAluCWkKeuD38BialJCUVMCyd8A9bUG6pKpS7NEtIlRtec3tORuasP/IBP7w9iTeuWTW2UJYlpn3E4jlCT9UEwvbcnXdgt/LOXo358OyLLx5ahq/eHkQ6YyGy7a04NqLu0o6qcEwTGRVe/KuKLBoifrg4TkwrD15l5v7yrL23yE3lXcltDQHweUZMlpKSHBLjChw2NgewnRKgWaYaGnyUclXlRMPe9E/mlomuJs6w9jYHsJv/zCE8zbG8jal+D08xqZlNIWquxHCNC3MSArGEjI0w5pry135rjwlq3jid6dwYngWHXE/PvKes9DVXJqQimlayKg6DMOCwLFojngRDojwirVvVE6CWwZyzRJEbRDw8fZo7CVhBYZhcMP2DXjop2/it68O4X07el3vg+dZyIpetY0QhmlhajaLsak5ofVy8HlXF/44NZrC4789DlU3sWv7Blx2buuq6nMXYpoWsqoB3bDAs/aHYDjggc9T+yK7EBJcouHhWBZNQQ9SGXVZvK4t6sc7t7Ri/5FxXHJOC9pj7g5hHpHD+HR1NUIYpolkWsXwTAaTCXlNQmtZFl48NIZfvXIasZAHe244F61rmCptWXMiq5tzmxQPIkEPfB6+qq8S1gIJLkEAaAp5MJVS4HPoQ7nqok68fmIKP39pAHfsOrdAI4Ttzbrenhg5oR2dkmGYFjpbw2symlE0Az/93Skc7p/Glt4m3Hp536rryHXDxExagZTREQmKiIa884ZC9Q4JLkHAbmbhOQaGaS4rifJ5eFx7SRee+n0/3jw1jfP6Yq73I/AMJpMZ9HjXpxHCME3MpFWMTcnQDXPuebEFfZjzMTGTwaO/OY7EbBbXXdaNnee1rfoyP6vo0A0L5/aFocYaz96ysZ4tQbjAzl3Suk31vfjsZrTH/Pjl/kGoLjPRAMArcphJK65z08qFaVpIzGbx1sAMhibS8AhsSVpoD52cwvd+dhgZRccn3nsO/uT89lWJrWVZSEkqeI7F2d1NiEV8DSe2AAkuQcwTCXhguFQHsSyDXds3YFbW8Pzro673wTAMOIbFdCpbplUuJ53R8PbpJIYmpHmhXWmJ11IM08QvXh7E48+dQFvUh8/cvA19HeHV3ZdhYlbSEI/4sKkz0tAt7RRSIIg5vCIHkWeh66bjJXhPWwgXbIrhhTdGcdHZza5G8blGiLXO1iqEohkYTchISsrcHLHSNNakZBWPP3cCA2NpvGtrK66/rHvVAp4LIfS2h9BUorlgtQztcAlijpyDWFZ1Dwe859JusCyDZ/cPup7Dsgwsy7JLsErcGgrYu8/xaRlHB6chZTWEA2LJfBz6x1L47pOHMZKQsfvKPuza3rMqsbW9njVwcyEEElsb2uESxAJCfhHDLg5iABAOiLjywg7sOziE48PJ+RloSwn4BIwmJCRnMogERcTCXvi9ayt3sua62YYmJRimhYB3df60bvf90pvj+OWBQUSDHnz8vWejbZVDMg3DRDqjozniRXuc5vMthASXIBbgETgEPBxUzXDdNe7Y1oY/vD2JX7w0iP/71pCjoLAsY8eEVQ1SVsNMWgXP2TvoSMCz4jhmRtExPClBymh25UEJp4OomoEnnz+FQ6emce6GJtx65UZ4xdVJg6IaUHUTPW1BRBts3lsx0EcPQSwhHs4fVuB5Fu991wZMJrPYf3gi733ZI+95hAMCPCKLieksjg5O4/jQDGZSheO8mm5ieFLC26dnoOkGwkGxpGI7MZPB9352GG/2T+PaS7pw+7WbVyW2dhWCBoDB2d0RElsXaIdLw3BN0QAAFKhJREFUEEsI+kUwYPJOezinO4LNXWE89+owLtgUQ8BXOGHFsSwCc9MlVM3A4IQEQEIs5EE0ZHdY5R7PtCzMpBSMJGRYloWQXyhpi6tlWThwZAK/PDAIUeDw8evPwabOVVYhmHYIIR72oCNOXs/5IMEliCXwnD0oMaPqrrs9hmFww7t68O2fHMK+g0O4+fKNK3oMUeAgChwsyx63npjNQuBZtDT54BE4jE7JyCrGqly8CpHOaPjp86dw7HQSm7vCuPXyPgT9q6twUDQDqmpgQ2sQ0SB5PReCBJcgHIiGvUiOzMKbxxahOeLF9m2t+P2hMVxybsuq3LIYhplvA9YNE6MJGaYFeMXVzxHLx9HBGfz0+VNQVAO7tvfgnVtaVi2SckYHx7E4q7up7ma6lQva+xOEA4G5igLTzO+T+u53dCLg5fHzlwZgrdFTledYBP0CwgGh5ON6VM3A0y/245FfH0PIJ+AzN2/Du7a2rklsRYHF5q4wie0KIMElCAc4lrVbffMkzwDbIey6y7oxNCHhteOJCq1uZYwmZPw/PzyIA0cmsOO8Ntx109Y1uXzJWR2CwGJjR7jmJlysNxX9aBoZGcHnPvc5AMAtt9yCj3/8467nptNpfPazn0U2m8X27dvx+c9/HgBw77334sSJExBFEcFgEN/61rcqsnai8YgEPZhMFm7RvXBzHAeOTODXrwxhS0+0alpXLcvC7w+NYd/BIQR9Aj7+3rNd64aLJZPVIfAsNraT2K6Giv7GvvSlL+Ev/uIv8Mgjj+CXv/wlhoeHXc994IEHcP311+ORRx7ByMgIDh48CAA4evQofvCDH+D73/8+iS1RVnwe22nLMPOXbjEMg107epDOaPif19xf05VkVlLxn88exa8OnMY53RHc84nL1iy2clYHy9piK5SwNK2RYKy1Bp6KxDAMXHnllXjhhRcAAN/97nfR0tKCD3zgA47nv+c978ETTzyBYDCIp59+GidOnMCHP/xhvO9978PWrVshyzI+8YlP4LbbbqvE8okGZXQyjaFJCZFA4dbUHz77Fl45MoZ7PnEZWvMYlZebP749gf/vV0ehGyZ2X30Wtp+3OoevhUhZDRzL4JyeaM2Pg19PyhZS+Lu/+zscP358/ntJkuD1nimGDofDGB8fd709y7IIBoOLzmVZFg8++CB27tyJmZkZ3Hbbbdi1axf8/pW9uBOJdMFkSI6WlhAmJlIruv9yQutxpyxrMU0oGRUj6WzB4YhXXNBmi92v38L/dd3ZiEWDmJ6RSruePKiagZ+/PIhX355EZ7Mfu9+9CfGwFzNJGdGmwKrXklF0MAyDTR1hJGfc255XQj2/blpa3L2Qyyq4CzEMA7fccsv895Ik5c3q8jw/X3guSfYLJR6PIxKxL4uampoQiUQwMjKCzZs3l/4JEATs5FlPawhvn54pOC496BPw7os68Mv9p/H26SS2R4MVWaNlWTg5ksLTv+/HVErBFRd24KqLOkrSgLBQbGlnu3YqFojhOG5eIAHg0KFD6O7udj1/27Zt83HbN998E93d3XjiiSfwL//yLwCA48ePY2JiIu99EEQp8IgculuDkLN6wdKvd21pRXPEi1+8PAi9DE5hCzEME68dT+C7T76J/3z2KAzTwh03notrL+kqidhmFR0A0EdiWzIqWqVw55134rOf/SwuvvhivPHGG/jqV78KwzDwmc98Bv/2b/+26Nw77rgDf/u3f4t3v/vdeOqpp/Df//3fiMViuOeee/D+978fPp8P//iP/wiPh2zfiPLTFPRAzupIJDMIBdy7ITiOxQ3v2oD/+uXbuO/fX8LWjVFcsCmO9pivZF1YGUXHK29NYP+RcaRkDc0RL276k15cuCleMp+FrKrDsoBNXRF4SGxLRsWSZjmOHz+OQ4cO4aqrrpoPD7gxNDSEAwcOYMeOHWhrayvZGiiGWzqqaT3lXotpWjg+nIRumAWL/d8amMEbp6Zx+OQUTMtCc8SLCzbFcP6muKtxeSGmZrN46c1xvHpsEppuoq8jhB3nteOsrnBBMV9JDFdRDRimhc1lnM5Qz6+bdYnhurF58+aiY65dXV3o6uoq84oIojhYlik6nntuTxN2XNiFodEk3jw1hddPTOE3fxjGb/4wjO7WAC7YFMd5G6Pwe/O371qWhcHxNF48NIYjAzNgWQYX9MWw47w2tJWhEkLRbLHd1BmumnrieoJ68ghiBXhEDhtagzg1mkI4UNjBy+/lcdmWVly2pRUzKQWvn5zCGycSeObFAfzipUFs7grjgk1xnNsTgcCfETjTtHC4fxq/PzSG4UkJXpHDFRe2451bWhHy5zF4WAOKZkA3LGzuDK/aD5fID/1WCWKFRIIetDTpmExmEM4Tz11KU8iDKy/swBUXtGNsKoPXTyTwxskpvH06CZFnsaU3ivP6YkgkM3jpzXEkJRWxkAc37ujBOzbHy5q4UjUDum7vbElsywf9Zv//9u49KKqyjwP49+ydZQUWFUQu5mg2OtroaF5AAUFKQU3MAXYiKS6Z1kjTWjGm45jUMDU2NjZZljmjzjRYQDeYnYnIQi6iMIUXhhHS1xdC9A1z2Rt7dvd5/zB3xNiVy+4B3N/nv/U8D/vzt/Ll+HDOcwgZhinBSpgsNpj7bEPevIXjOEyZqMSUiUokLozAf7p7ceGPHly6esu5H0NUqAqrl0Ti0Yggjz1GxxUrbwf/T9jSRjTeRd0lZBhEIg6RoSpc/u+D13Mf9HWmhwVgelgA1iyJwh9deqj8pJg6jK0eh8NktgEcKGwFQh0mZJjkUjGiQlW40jW49dwHkUhEmBUZ5KHq3HM4GAxmHgFKGcInq2hvBIFQlwkZgQB/OULUfug18aNdyqBZeTsMZh5TJ/lj2pQJFLYCok4TMkKhaiWUcinM/9yZNVYxxmAw8XAwYGZ4ECYFeu5mDDI4FLiEjNDd9VyHA16/nXe47HYH9EYrAv1lmBke6HysDxEWBS4hHiCXihEZ4g+jhR/xo3Y8rc96ZwkhMmQCIkJUtHH4KKLOE+IhAf5yhKqVY2Y9lzGGXhMPjuMwe3owggMUtIQwyihwCfGgELUS/gopTJbRXc+12R3QG3kET5BjRnjAA28hJsKgwCXEg0QiDpEhKjAG8KO0nmvus8HSZ8e0KRMQPlnlka0aiWfQJ0GIh8n+uT7XbOXRa+Qf+Ew0T2GMQW+0QioW49HIIASpaOvSsYZ+VUmIF0xQyhAZrkbblf+h+5YJdocNSoXEK7+wcjgYzH022B0MIUF+CFErvX47MBkeClxCvEQqEWFSkB/UAXLcNljR3WOC2WKHQi4e8c0GjDH08XZYeQfEIg4TAxQIVMnp9twxjj4dQrxMLBIhOECBIJUcepMV3T1m6I1WKGTiIe8AZrM5YO6zA2BQKWWYOkkBlUJKZ7TjBAUuIQIRiTgEqeQI8JfBYOZxo8cEvdEKmVTkdktEh4PBYrXBZmeQScUIm6REoL+s3/65ZHygwCVEYCKOQ4BShgl+UhgtNty4dSd4pRIRFDKx81rZPt6OPqsDIg4IDpAjSKWAn1xM19KOYxS4hIwSjuOg8pNC5RcIk8WGm7fNuG3ou3sQ/nIJQkOVmKCU0qVdDwkKXELGAKVCgmmKCbCo/WCy2ODvJ6Wn5T6EKHAJGUMUMgk94uYhRv9PIYQQgVDgEkKIQChwCSFEIBS4hBAiEApcQggRCAUuIYQIhAKXEEIEQoFLCCECocAlhBCBUOASQohAfPIewqHuHTrW9hqlelwbS7UAY6uesVQLMLbqEaoWjjHGBHknQgjxcbSkQAghAqHAJYQQgVDgEkKIQChwCSFEIBS4hBAiEApcQggRCAUuIYQIhAKXEEIEQoFLCCEC8clbe8cyg8GAHTt2wGq14vbt2ygsLMTs2bMHHJucnIyJEycCAJ544gls375dyFIF9/333+PkyZPO183Nzfjxxx8REhLyr7G+1Bue57Ft2zbk5uZiyZIlqKiowNGjRyGVSjFnzhy89dZb4LiBb10tKyvD4cOHMWnSJADAu+++i8jISCHL96r7e5OdnQ2e5wEAf/31FxYtWoS33357wLle6Q0j7NNPP2UbNmxg2dnZ7ObNmy7HlZWVsfXr17PMzEzW3t7ulVpOnDjBysvLGWOM/fTTT2zr1q0Djuvq6mJbtmzxSg33WrNmDcvMzGSZmZnsww8/dDlOiN7c6/fff2evvfbagMe83Rur1cpyc3NZfX09Y4yxP//8k6WlpbG0tDR24sQJt3N7e3tZVlYWS09PZx988MGIa+F5nuXm5rKUlBRWX1/PLBYL27p1K7NYLIwxxlJTU9mlS5dczt+5cye7cOHCiOu41/39KS0tZatXr3b+O7p27ZrLuZ7sz/29ud+WLVtYa2ury/ne6I3PB25jYyNLT09nNpuN1dbWsl27dg047tq1a2z16tXMaDSyK1eusJycHK/XdvLkSbZnz54Bj3333XcsPj6eZWRksPT0dNbc3Ozx9x9scI1Gb7KyslhHR8eAx7zZm4G+ibOzs9mpU6eYw+FgWVlZrLOz0+X83bt3O0P59ddfZ42NjSOup6uri7355pv/ChWe59mqVatYd3e3y/lPPvkky8zMZKmpqWzfvn0jquXue97fn6EElyf74643tbW1bPfu3W7ne7o3jDHm82u4NTU1WLt2LcRiMZYuXYrffvttwHFnz55FfHw8lEolHnnkEdy8eRN2u91rdfX09ODo0aN48cUXBzw+c+ZMfP755/jyyy+h1Wrx3nvvebyGs2fPorW1FRqNBhkZGTh//rzLcUL25ty5cwgLC0N4ePiAx73dm3379mHu3LkAALvdjpaWFsTFxYHjOMTExKChocHl3JqaGjz99NMAgPj4eNTW1o6oFolEgilTpgx47MiRI1i5cuWASy4AwBhDfn4+jh07hpKSErS1tbmtfbDu7Q9w5/MqKirCxo0bUVhY6HauJ/vjrjefffYZ8vLyXM71Vm98PnCNRiPCwsIAABzHwWQyPXAcAPj5+aGnp8crNfE8D61WC61Wi6lTpw44Zvr06ZgxYwYAYPbs2Whvb/d4HYMNLiF7AwDHjx+HRqNxedybvbn/m9hsNiM0NNT5OiAgADdu3HA5XyQSQaVSDWrsSFRXV6O6uho7duxwOYbjOCQkJIDjOHAch8ceewxtbW0jet/7+zPU4BKiP21tbZBIJG7XY73RG4ACFyqVCmaz2fnaYDAMapzRaATzws6WdrsdWq0WiYmJSExMdDlu7969qKmpAQDodLp+ZxSeMtjgEqo3ANDb24vLly/j8ccfdzlGiN7c5efnB6vV6nz9oL+7RCJxHjcajV6pqampCQcOHMDBgwchk8lcjuvo6EBubi7sdjuMRiNOnz7t8V4NNbiE6E9ZWRmSk5PdjvFWb3w+cOfPn4/6+noAwNWrV6FWq12OO3PmDIA7oXzjxg0EBwd7vJ6SkhKcOnUK5eXl0Gg00Gq1OHToEOrq6vqNe+WVV3Dw4EGsW7cOOp0Oe/bs8Xgtgw0uoXoD3DlzW7RokfP1aPXmLrFYjMDAQHR1dQEALl68iIiICJfj58yZg6amJgDApUuX3I4drvz8fBgMBmzbtg0ajQZ1dXXo7u7GG2+80W9cREQEYmNjkZycDI1GA41G4/YH2XAMNbiE6M/PP/+M6Oho52she+PzG5Db7XY8++yzmDt3LhobG7Fp0ybIZDIoFAqsW7eu39jt27fD398fHR0dmDdv3r8+pIdNZ2cntFotjEYjQkNDsXfvXtTW1lJvABQUFCA1NRVLlixBZWUlDh06hAULFqC6uhqlpaVQKBTIy8vDF1980W9ec3Mzdu7cidjYWJSXl6O4uNjlOuN4dm9/Dh8+jJKSEsjlcqSlpSEzMxN2u90n++PzgQsAVqsVVVVVmDx5MhYuXOhynMPhwC+//AKJRIIVK1YIWOHY5+u9aW9vx8WLFxEXF4fAwEC3Yzs7O3Hu3DksXbq03/ovueNh7g8FLiGECMTn13AJIUQoFLiEECIQClzy0CksLERFRYXg7/vMM884r1YgZCC0hkvGLb1ej9LSUjz//POjXcqQtbS0oLOzE6tWrRrtUoiA6AyXjFt6vR7Hjh0b7TKGpaWlBZWVlaNdBhEYBS4Zl7RaLTZt2oSuri7ExMQgJyfHeaygoAClpaXO1wkJCdBqtVi+fDn279+PZcuW4ZtvvgEAfPLJJ4iPj8fKlStRVVXlnJ+fn4+EhAQ89dRTzv01HA4HioqKsGLFCqxfvx7Nzc39akpISEBHR0e/Oj7++GNkZGRg8eLFOHLkiHPcO++8g4qKCsTExOCjjz7yTpPImEP74ZJxaf/+/ejo6MDmzZudQelObGwseJ5HT08PXn75ZZw5cwZqtRp1dXWoqKjA9evXsXnzZuc1xNevX4dOp8Pp06dRUFAAnU6HkpIS55lpU1MTXn31Veh0Ore3zxYXF+P48eP4+++/8cILLyAnJwdVVVUoLS1FQ0MDioqKPNYTMvbRGS7xCQsWLIBSqcT8+fOhVCrBGENdXR3Onz+PpKQkPPfcczCZTM7NUlJSUiCTyZCQkIDu7m7o9Xr8+uuvSEtLg1wux7Jly6BSqdDa2ur2fTds2ICoqCjMmzfP5T4dxHfQGS7xCSLRnXMLsVjs/DPGGF566SXnFph6vR5KpdJ57N5xd+ff++SEuxuyuBMVFfWvecR30RkuGbeCgoJw69YtmM1mmM1mWCyWIc2Pjo6GTqeDwWBAd3c3kpKSoNfrAQA//PAD+vr6UFlZiYiICKhUKsTGxuLrr7+G1WpFQ0MDent7MWvWLLfv4Spo1Wo1Ojs7AcCrW1mSsYXOcMm4pVKpkJeXh6SkJDgcDhQXFw/pmVNxcXG4cOEC1q5dC5FIhF27djl3OZs2bRpSUlIgFovx/vvvA7hznW17ezsSExOhVqtx4MABt+u37ixfvhxfffUVoqOjMXnyZHz77bfD+jpkfKHrcAm5T0FBARYvXoyNGzeOdinkIUNLCoQQIhA6wyWEEIHQGS4hhAiEApcQQgRCgUsIIQKhwCWEEIFQ4BJCiEAocAkhRCD/B/vZKp+OUa1xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fmri = pd.read_csv('../dataset/fmri.csv')\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", data=fmri)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**但是**，对于较大是数据集，这回占用大量时间。因此可以通过传递**ci=None**禁用此功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee9179bc8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", data=fmri, ci=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另一个很好的选择，尤其是对于较大的数据集，适合通过绘制标准差而不是置信区间来表示每个时间点的分布范围："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee91e9788>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"timepoint\", y=\"signal\", kind=\"line\", ci=\"sd\", data=fmri)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与**散点图**一样，hue、style等参数，也能用在**线型图**中，其解读方式是一致的，大家可以通过查询官方文档进行练习。此处略！！！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  展示多个方面的关系\n",
    "\n",
    "不管是散点图还是线型图，都可以通过hue、style等参数，一次显示多个维度的变量，但这样做并不总是有效的。当您想了解两个变量之间的关系是如何依赖于多个其它变量时，该怎么办？\n",
    "\n",
    "最好的办法是绘制多个图。因为relplot()基于FacetGrid，所以很容易做到。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9ee80c0e48>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 792.6x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = pd.read_csv('../dataset/tips.csv')\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\",col=\"time\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "还可以通过这种方式显示两个变量的影响力，一个传递给**col**，一个传递给**row**。当绘制的图太多时，可能需要通过**height**参数来调整图的大小，通过改变不同的参数值，学习参数的使用方式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eea055d08>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 654.225x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fmri = pd.read_csv('../dataset/fmri.csv')\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", hue=\"subject\",\n",
    "            col=\"region\", row=\"event\", height=4,\n",
    "            kind=\"line\", estimator=None, data=fmri)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分类数据可视化\n",
    "\n",
    "将不同的分类图类型视为属于三个不同的族，将在下面进行详细的讨论。它们是：\n",
    "\n",
    "分类散点图：\n",
    "\n",
    "- **stripplot()** （参数**kind='strip'**；默认值）\n",
    "- **swarmplot()** （参数**kind='swarm'**）\n",
    "\n",
    "分类分布图：\n",
    "\n",
    "- **boxplot()** （参数**kind='box'**）\n",
    "- **violinplot()** （参数**kind='violin'**）\n",
    "- **boxenplot()** （参数**kind='boxn'**）\n",
    "\n",
    "分类估计图：\n",
    "\n",
    "- **pointplot()** （参数**kind='point'**）\n",
    "- **barplot()** （参数**kind='bar'**）\n",
    "- **countplot()** （参数**kind='count'**）\n",
    "\n",
    "这些族使用不同级别的粒度表示数据。在决定使用哪个时，首先要考虑的是需要回答的问题。\n",
    "在本教程中，我们将主要关注图形级界面**catplot()**。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(style=\"ticks\", color_codes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分类散点图\n",
    "\n",
    "- **stripplot()（堆积散点图）**\n",
    "\n",
    "一个类别的所有点都将沿着分类变量相对应的轴落在同一位置。使用**stripplot()**方法，即默认的“堆积”，**catplot()**通过少量的随机“抖动”来调整点在分类轴上的位置："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eea5b1788>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = pd.read_csv('../dataset/tips.csv')\n",
    "sns.catplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用**jitter**参数，可以控制抖动的大小或完全禁用它："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eea77f6c8>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", jitter=False, data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **swarmplot()**\n",
    "\n",
    "该方法可以防止重叠的算法沿分类轴调整点。尽管它仅适用于相对较小的数据集，但它可以更好地表示观测值的分布："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eea5b1108>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", kind=\"swarm\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与关系图相似，可以通过使用**hue**参数为分类图添加另一个维度。（分类图当前不支持**size** 和 **style**参数）。每个不同的分类描绘函数对**hue**参数的处理不同。对于散点图，仅需要更改点的颜色："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eea969c48>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"sex\", kind=\"swarm\", data=tips, \n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])\n",
    "\n",
    "# order 参数可以调整x轴的显示顺序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当y轴太长的时候，我们可能需要将x、y轴互换："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eea9cd8c8>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"total_bill\", y=\"day\", hue=\"sex\", kind=\"swarm\", data=tips, \n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分类分布图\n",
    "\n",
    "- **Boxplot()**\n",
    "\n",
    "“箱线图”，又称盒须图。显示了不同分类的三个四分位数值以及极值。箱形图为我们提供了识别异常值的一个标准：异常值被定义为小于Q1－1.5IQR或大于Q3+1.5IQR的值。虽然这种标准有点任意性，但它来源于经验判断，经验表明它在处理需要特别注意的数据方面表现不错。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eeaa4ecc8>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", kind=\"box\", data=tips,\n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "添加**hue**参数时，变量的每个级别的框都沿着分类轴移动，因此它们不会重叠："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eeaaaafc8>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 418.459x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", kind=\"box\", data=tips, hue='smoker',\n",
    "           order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **boxenplot()**\n",
    "\n",
    "与箱形图类似，但为了显示更多有关分布形状的信息而进行了优化。最适合较大的数据集："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eebc5c888>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAFcCAYAAACEFgYsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3de1xUdf4/8NdcACVEl22mcYGwzKQfFqhUutsOlStgMCmkbcoKWn4117CspRBZSTeVjMW2CHWrdVkvm0QK5OKY5WrbUqtSydLiLcEE4hYWgg7CnPP7gxgdGS4Cc84Ar+fjwQPOe87h8z6jvObMmXNRiKIogoiI7E4pdwNERIMFA5eISCIMXCIiiTBwiYgkwsAlIpIIA5eISCJ2Ddy0tDSEhYUhLCwM69evBwDk5+fDYDAgODgYGzZssMxbXFyMyMhIhISEYMWKFWhpaQEAVFRUICoqCqGhoVi8eDEaGxsBAPX19Vi4cCGmTZuGqKgo1NTU2HNViIh6zW6Bm5+fj08++QS7d+9GdnY2vvrqK+zZswcJCQlIT09HXl4eioqKcOjQIQBAXFwcVq5ciX379kEURWRmZgIAVq1ahTlz5sBoNGLcuHFIT08HALz66qsIDAzE3r17MWvWLKxZs8Zeq0JE1CfsFrgajQbx8fFwdnaGk5MTRo8ejdLSUvj4+MDb2xtqtRoGgwFGoxHl5eUwmUwICAgAAERGRsJoNKK5uRlHjhxBSEiIVR0ADh48CIPBAAAIDw/Hxx9/jObm5i77amlpQVlZmWULmohIKnYL3DFjxlgCtLS0FHv37oVCoYBGo7HMo9VqUVVVherqaqu6RqNBVVUVzp8/Dzc3N6jVaqs6AKtl1Go13NzcUFdXZ9VDfX09ysrKrL6+/PJLTJkyBZWVlfZadSIim9T2HuDUqVNYtGgRnn/+eahUKpSWlloeE0URCoUCgiBAoVC0q7d9v9q101cvo1Rav35kZGQgLS2t71aGiKgX7Bq4BQUFWLp0KRISEhAWFobDhw9bfbhVU1MDrVYLnU5nVa+trYVWq4WHhwcuXLgAs9kMlUplmR9o3Tqura2FTqdDS0sLGhsbMWLECKvxY2JiEBERYVWrrKxEVFSUHdeaiMg2u+1S+Pbbb7FkyRKkpKQgLCwMAODv74+SkhKcPXsWZrMZe/bsgV6vh6enJ1xcXFBQUAAAyMnJgV6vh5OTEwIDA5GXlwcAyM7Ohl6vBwAEBQUhOzsbAJCXl4fAwEA4OTlZ9eDu7g4vLy+rL51OZ69VJiLqlMJeVwt76aWX8N577+Hmm2+21B577DGMGjUK69atQ1NTE4KCgrB8+XIoFAocP34ciYmJaGhogJ+fH9atWwdnZ2eUl5cjPj4e3333HUaOHInU1FQMHz4c33//PeLj43Hu3DkMGzYMKSkp8PLy6rKvsrIyTJkyBR999FG35ici6it2C1xHxcAlIrnwTDMiIokwcImIJMLAJSKSCAOXiEgiDFwiIokwcImIJMLAJeqCqe683C30axd+4PPXhoFLsvvgvwflbqFDdSdO4sAzz6LuxEm5W+nQf/7tuL2VlZzCm8nxKC89LXcrDoGB2wfOnPtO7hY6VVuUL3cLHUrOew07ju7Gy3tfl7uVdgSzGf9Z9zIA4D/JL0Mwm2XuqL1tb/4TH+UVYvtbB+VupR3BbMZ7f/kTACDr7Vcd8vkDgPqztZKNxcDtpX3/PoEVrxvxQf4JuVux6XR2Os7m/QVf52ySu5V2frj4A45XfQ0AKK48jR8u/iBzR9ZO7s6GKAgAANEs4GR2jswdWbvYcBHflLa+2J8tqcXFhosyd2Tt8ME8mFtar1FtbmnG4YN7Ze6ovbJ/nULJP4pQ9skpScZj4PbC5cst+Nv7rRfcycgtwOXLjnVR8xZTA344+TkA4PsTR9FiapC5I2txWX+4ZvolmTppr+n7H3Amd49V7UzO+2j6wXFeFN5IMVpP/3GfTJ2013jhB+R/aP385X/4Phov1MvUUXvmyy347r/lAIDvCsthluDvl4HbC6/t+ASC0HopCkEQ8fqOf8vckbWit1ZaTX91zbSc/nn837hstr5Dx2XzZXx88jOZOrL2xaY/26wf+/NbEndi2+f/+RrNzYJVrfmyGV8cPSNTR9YO5O60Wf/n+7brcji16/NOp+2BgdtDZ789j4L/lVvVjv6vDN986xifyNYVH4X5ovXWRMvFetSdLJCpI2vb//OezfrfPn1X4k5sq/vf/2zWa/9bJHEnth0wFtqsf/SPYxJ3YlvJif/arJ85brtvqV04V4emOutdME11F3Gh3L5/vwzcHnp3n+3/2O9+4Bj/oc4d2GG7vn+7xJ3YJgpXLlI3IyD0qrpga3bpOTtbfhwTMd1mXU5TwvwtP//ywf9nsy6nB8J/bfl58pRwm3U5lX9y5aiJm+4edaX+L/vuy2Xg9tAvJ9xis37f+FHSNtKBn903w3b9lxE261KL+cWVP7wZ46fZrMtp/JMLLT+PiZhhsy6n8YG3wsmp9c/3l1NaA9fJWYXxgbfK2ZbFnffcB7W69cVp8q9ab/aqdnLGnffcJ2dbFp76MZafdVcFrucvx9iYu+8wcHtoX77tYx8/+NQxjolsbvj+uupS098+CUpY359OBQX0t0+SqSNrIwMnAkNcrItDhrTWHcSS34VaTz8XIlMnti143vpD0AVxjvOh6DDPn8DFw9Wq5uLhimGeP7HruAzcHjKbbb/1bemgLjXzZdN11eWw4derrKZTr5mW24OpKddMvyJTJ7a5urni5lE/BQD43HIjXN1cu1hCWq7DhsPrltsBAN63joXrsOEyd2RtTOQEAK03oB33xH2WaXti4PbQ7T43Wn5+ZOqdV9U1tmYnG4a7DofvTaMBAHfobsNwV8f6gxzi5oab7r4bAKC7524McXOTuaP2fvN/D0AURcx5IkjuVmx6dOFzAIBZ//eszJ20p3JW46d3ekKhUEDloobK2e43MWfg9lRY0JUPKmZOvetKXX+HHO20IzQ3XVddLvEPLQUAvDAtVuZObJsY+1sAwISnfitzJx1TKBRQKBRdzygTURThqHfy8rLzPttrMXB7aMSwoZgdGmBVmzNtPEYMGypTR9aavr9y2/mRv3jYZt1ROPIfJOD4/Tk6R39BkBIDtxfCgu6A29DWT2KHuTrjIb2vzB1d4fXAo5aff3ZV4HrdP0uOdjrl6H+Qjt4f9R8M3F5QqZR4bl7rvrNnY4KgUjnO0+mq8YL7aOtjMt1H+8NVwzsVE8nFcRKin/K9RWv13ZGMnr4IaNsyUyhap2nAEQXR6kQSRyOKAkTRMY7ekZv9P5Yj2SjVzvB68DEAgPeUOVCqHeMsKepbCqVj7+5QKLhd14bPxAB308QpAADthAdk7oSIGLhENKhJeRQKdykQ0aAm5REodg/choYGPPbYY9i0aRO+/vprpKamWh6rqqqCv78/Nm/ejLS0NLz33ntwd3cHADz66KOIiopCcXExVqxYgcbGRgQGBmLVqlVQq9WoqKhAXFwcvvvuO9xyyy1ISUnBDTfcYO/Vsant1ZGHDg1MbVcwUyj5hpB6SbSjL7/8UgwPDxf9/PzEc+fOWT1WXV0tTpkyRSwpKRFFURQXLVokfv755+1+R1hYmPjFF1+IoiiKy5cvF7dv3y6KoiguXLhQ3LNnjyiKopiWliauX7++Wz2dO3dOvP3229v1M5AJgiAKgiB3Gx0yC4JoduD+iPqKXV+yMzMzkZSUBK22/SFT69evx2OPPYZRo0YBAIqKirB582YYDAasXr0aTU1NKC8vh8lkQkBA6xldkZGRMBqNaG5uxpEjRxASEmJVv1Z9fT3KysqsviorK+23wg7K0Q/cVyoUUDpwf0R9xa67FNasWWOzXlpaisOHD1seb2xsxB133IG4uDj4+PggPj4e6enpuP/++6HRXLkYjEajQVVVFc6fPw83Nzeo1Wqr+rUyMjKQlpZmhzUjou4QBAFKpdLyfbCT5UOznTt3Ys6cOXD+8er5N9xwA958803L448//jgSEhKg1+uttsxEUYRCobB8v5qtLbiYmBhERFhfcLuyshJRUVF9uTpE1AGlUolPP3zfchHywU6WwP3oo4/w9ttvW6YrKiqQn5+PmTNnAmgNVrVaDZ1Oh5qaKxdbqa2thVarhYeHBy5cuACz2QyVSoWamhqbuy3c3d0tH8IRDUSCIEKpVFi+k2OTfBu/rq4OJpMJ3t7eltqQIUPwyiuv4Ny5cxBFEdu3b8fUqVPh6ekJFxcXFBS03vgwJycHer0eTk5OCAwMRF5eHgAgOzsber1e6lUhkp1SqcCHeccYtv2E5Fu4ZWVl0Ol0VjUPDw+sXr0aixcvRnNzMyZMmID58+cDAFJSUpCYmIiGhgb4+fkhOjoaAJCUlIT4+Hhs3LgRI0eOtDrcjIjIESlEcXBd6LOsrAxTpkzBRx99BC8vXjmL+r8P847hVw85xt16beE+3Cv4sSERkUQYuEQ0aLW9wZfqjT4Dl4gGLYVCgcojpZKdGMTAJSKSCAO3DwiiCGFwffZIRD3AwO0Djn4tAN7ihOQg/HiVtbYjFNqmBzNeD3cQ4C1OSA5KpRLGd/9qmQ6dNU+2XhwF/xKJiCTCwCXqRNvFx0W+HaY+wMAl6oRCqcSp3dm82wP1Cf4vIlkJP36YJ/BDPRoEGLgkK6VCiewv9kLJD/ZoEOD/ciIiiTBwiYgkwsAlIpIIA5eIBiVRaD0dX3f3KKtpe+KZZkQ0KCmUCpz76Lhl2nuKr93H5BYuUT/Vdm2Ctrs98FoFjo9buET9lFKpxO6/f2aZjpg9ScZuqDu4hUtEJBEGLhGRRBi4REQSYeASEUmEgUtEJBEGLhGRRBi4vST8eHaKIMFZKkTUv9k9cBsaGhAeHo6ysjIAwPLlyxEcHIzp06dj+vTp2L9/PwAgPz8fBoMBwcHB2LBhg2X54uJiREZGIiQkBCtWrEBLSwsAoKKiAlFRUQgNDcXixYvR2Nho71WxSalUIGt/IZRKx72JJBE5BrsG7rFjxzB79myUlpZaakVFRdi2bRtycnKQk5ODqVOnwmQyISEhAenp6cjLy0NRUREOHToEAIiLi8PKlSuxb98+iKKIzMxMAMCqVaswZ84cGI1GjBs3Dunp6fZclX6Lt4ghchx2DdzMzEwkJSVBq9UCAC5duoSKigokJCTAYDDgtddegyAIKCwshI+PD7y9vaFWq2EwGGA0GlFeXg6TyYSAgAAAQGRkJIxGI5qbm3HkyBGEhIRY1ak9hVKJin/n8hYxJBlBMFt+Dp01z/Jl6/HBxq6n9q5Zs8Zqura2FpMmTUJSUhKGDRuGRYsWISsrC66urtBoNJb5tFotqqqqUF1dbVXXaDSoqqrC+fPn4ebmBrVabVW/Vn19Perr661qlZWVfbmKRHQNpVKFzD//scPHH134nITdOBZJr6Xg7e2NN954wzI9d+5cZGdnIyQkBArFlX2goihCoVBAEASb9bbvV7t2GgAyMjKQlpZmhzUhIrp+kgbuiRMnUFpaatkVIIoi1Go1dDodampqLPPV1NRAq9W2q9fW1kKr1cLDwwMXLlyA2WyGSqWyzH+tmJgYREREWNUqKysRFRVlpzUkIuqYpDv2RFHE2rVr8cMPP6C5uRk7d+7E1KlT4e/vj5KSEpw9exZmsxl79uyBXq+Hp6cnXFxcUFBQAADIycmBXq+Hk5MTAgMDkZeXBwDIzs6GXq9vN567uzu8vLysvnQ6nZSrTERkIekWrq+vLxYuXIjZs2ejpaUFwcHBCA8PBwAkJycjNjYWTU1NCAoKQmhoKAAgJSUFiYmJaGhogJ+fH6KjowEASUlJiI+Px8aNGzFy5EikpqZKuSo0CIiCAIVSiTERM6ymiXpKksA9cOCA5eeoqCibb+knT56M3NzcdnVfX19kZWW1q3t6emLr1q192yjRVRRKJQr//JZl+q6FC2TshgYCvlwTEUmEgUtEJBEGLhGRRBi4REQSYeASEUmEgUtEJBEGLslG+PEKZjPGT7OaJhqoJD3xgehqSqUSb/1ru2V6wS95yjUNbNzCJSKSCAOXiEgi3KVARIOKKIhQ/HhLLO8pvp0+3tcYuEQ0qCiUCnyd/WWHj4+eEWC3sblLgYhIIgxcIiKJMHCJiCTCwCUikggDl4hIIgxcIiKJMHCJiCTCwCUikggDl4hIIgxcIiKJMHCJiCTCwCUikggvXkPUzwiCAKWydVspYvakTh8nx8LAJepnlEolMjYd6PDxmCcflLAbuh58GSQikojdA7ehoQHh4eEoKysDAOzcuRPh4eEwGAxYvnw5Ll++DABIS0vDAw88gOnTp2P69OnYvr31XlfFxcWIjIxESEgIVqxYgZaWFgBARUUFoqKiEBoaisWLF6OxsdHeq9JO200PZ069y2raUYg/9vOzXzxsNU1E8rBr4B47dgyzZ89GaWkpAKCkpARvv/023nnnHeTm5kIQBOzYsQMAUFRUhNTUVOTk5CAnJwdRUa03FIyLi8PKlSuxb98+iKKIzMxMAMCqVaswZ84cGI1GjBs3Dunp6fZcFZuUSiU27vzU8uVo+80USiVK8/5i+VI4WH9Eg41d/wIzMzORlJQErVYLAHB2dkZSUhLc3NygUChw++23o6KiAkBr4G7evBkGgwGrV69GU1MTysvLYTKZEBDQegX2yMhIGI1GNDc348iRIwgJCbGqX6u+vh5lZWVWX5WVlfZcZSKiDtn1Q7M1a9ZYTXt6esLT0xMAUFdXh+3bt2PdunVobGzEHXfcgbi4OPj4+CA+Ph7p6em4//77odFoLMtrNBpUVVXh/PnzcHNzg1qttqpfKyMjA2lpaXZcQyKi7pPlKIWqqiosWLAAjzzyCO69914AwJtvvml5/PHHH0dCQgL0ej0Uiis3cxNFEQqFwvL9atdOA0BMTAwiIiKsapWVlZbdFUREUpI8cL/++mssWLAAc+fOxeOPPw6g9QOw/Px8zJw5E0BrsKrVauh0OtTU1FiWra2thVarhYeHBy5cuACz2QyVSoWamhrLbourubu7w93dXZoVIyLqgqSfojQ0NOCJJ57A008/bQlbABgyZAheeeUVnDt3DqIoYvv27Zg6dSo8PT3h4uKCgoICAEBOTg70ej2cnJwQGBiIvLw8AEB2djb0er2Uq0JEdN0k3cLNyspCbW0ttmzZgi1btgAAHnzwQTz99NNYvXo1Fi9ejObmZkyYMAHz588HAKSkpCAxMRENDQ3w8/NDdHQ0ACApKQnx8fHYuHEjRo4cidTUVClXhYjoukkSuAcOtJ4VM2/ePMybN8/mPCEhIZajDq7m6+uLrKysdnVPT09s3bq1T/skIrInntpLdA3BbIZSpQIA3LVwQaePE10PBi7RNZQqFT5bm9zh45MS4iXshgYSnnpERCQRbuES0YAmCkK709pHzwjo1fI9xcAlogFNoVSieOtnPV7+jrntrzncU9ylQEQkEQYuEZFEGLhERBJh4BIRSYSBS0QkEQYuEZFEeFgYSc4sCFD9eFzjgl+2vzbx1Y+T47N1qvOjC5/r1fIDFQOXJKdSKpG89/UOH4+fFithN9RbSpUKb72c0OPlF7ywtg+7cWzcjCAikggDl4hIIgxcIiKJMHCJiCTCwCUikggDl4hIIgxcIiKJMHCJiCTCwCUikggDl4hIIgxcIiKJMHCJiCTS7cAtLCzEO++8g8uXL+OLL76wZ09ERANStwJ3165dWL58Od566y1cuHABv/3tb5GZmdnlcg0NDQgPD0dZWRkAID8/HwaDAcHBwdiwYYNlvuLiYkRGRiIkJAQrVqxAS0sLAKCiogJRUVEIDQ3F4sWL0djYCACor6/HwoULMW3aNERFRaGmpua6V5yISGrdCtytW7di586dcHNzw09/+lPs2rULGRkZnS5z7NgxzJ49G6WlpQAAk8mEhIQEpKenIy8vD0VFRTh06BAAIC4uDitXrsS+ffsgiqIlzFetWoU5c+bAaDRi3LhxSE9PBwC8+uqrCAwMxN69ezFr1iysWbOmp+tPRCSZbgWuUqmEm5ubZXrkyJFQdXHB4MzMTCQlJUGr1QJo3SXh4+MDb29vqNVqGAwGGI1GlJeXw2QyISAgAAAQGRkJo9GI5uZmHDlyBCEhIVZ1ADh48CAMBgMAIDw8HB9//DGam5uvc9WJiKTVrQuQjxgxAsXFxVAoFACA3NxcDB8+vNNlrt3qrK6uhkajsUxrtVpUVVW1q2s0GlRVVeH8+fNwc3ODWq22ql/7u9RqNdzc3FBXV4ebbrrJasz6+nrU19db1SorK7uzykREfa5bgZuQkICnn34a33zzDe677z64uLhY3t53lyAIlsAGAFEUoVAoOqy3fb/atdNXL6O0cUuWjIwMpKWlXVefRET20q3AHT16NHbv3o1vvvkGZrMZt956q2XLs7t0Op3Vh1s1NTXQarXt6rW1tdBqtfDw8MCFCxdgNpuhUqks8wOtW8e1tbXQ6XRoaWlBY2MjRowY0W7MmJgYREREWNUqKysRFdX+PlrX4+p7bi3+9eROHyciatOt1Pzss8+wdu1a5Obm4tSpUwgKCkJaWhrGjx/f7YH8/f1RUlKCs2fPwsvLC3v27MEjjzwCT09PuLi4oKCgABMnTkROTg70ej2cnJwQGBiIvLw8GAwGZGdnQ6/XAwCCgoKQnZ2NJ598Enl5eQgMDISTk1O7Md3d3eHu7t7tHrtLpVRi9ab9HT6+8smpfT7m9RAFMxTK1n3sox56vNPHiUg63Qrc9evXY926dQCAMWPG4M9//jNWrVrVrUPD2ri4uCA5ORmxsbFoampCUFAQQkNDAQApKSlITExEQ0MD/Pz8EB0dDQBISkpCfHw8Nm7ciJEjRyI1NRUA8PTTTyM+Ph5hYWEYNmwYUlJSrmulBzqFUoWTf3+lw8dvnx0nYTfUW4JZgFJl/Y4p5skHe7U8yaNbgdvc3Aw/Pz/LtJ+fHy5fvtytAQ4cOGD5efLkycjNzW03j6+vL7KystrVPT09sXXr1nb1ESNGYNOmTd0an6i/U6qUeH39P3q8fOzzYX3YDfVGt172hg4dio8//tgy/emnn8LV1dVuTRERDUTd2sJdsWIFlixZYvmgTKlU4vXXX7drY0REA023Atff3x8HDx7EyZMnoVKpcMstt8DZ2dnevRERDSidBm5OTg6mT5+OLVu2WNXz8/MBAPPnz7dfZ0REA0yngXv27FkAwMmTJyVphohoIOs0cJcuXQoAuPHGG/Hcc89J0hAR0UDVraMUDh48aOc2iIgGvm59aObl5YXHH38cEyZMwA033GCpcx8uEVH3dftqYQDw1VdfQaVSYdiwYXZtiohoIOrWLoUFCxbg5MmTOHToEA4cOIBz584hNjbW3r0REQ0o3QrchIQEPProozh27Bi+/PJLy61wiIio+7q1S+HSpUv49a9/bZmeO3fudV24hsiRCWYzlNfcwWRSQnyvlieypVuBe+utt+Lzzz/HhAkTALQel+vl5WXXxoikolSp8M9nf9fj5R9I5dXqqHu6FbgVFRWYO3cuxo4dC7Vajf/973/QaDSW+4q9//77dm2SiGgg6Fbg/u53PX/1JyKiVt0K3HvuucfefRARDXi8DDwRkUQYuEREEmHgEhFJhIFLRCQRBi4RkUS6dZQCUW+YBTNUSuszseKndf9aHLaWJ+qPGLhkdyqlCs+9u6rHy/9xVlIfdkMkH+5SICKSCAOXiEgiDFwiIokwcImIJCL5h2bvvvsutm3bZpkuKyvD9OnTcenSJRQUFGDo0KEAgKeeegpTp05Ffn4+1q1bh6amJkybNg3Lli0DABQXF2PFihVobGxEYGAgVq1aBbWanwESDTaiIECh7Hzb8Y65k2Qdv43kCTVr1izMmjULAHDq1CksWbIETz31FGJiYrBt2zZotVrLvCaTCQkJCdi6dStGjhyJRYsW4dChQwgKCkJcXBxeeuklBAQEICEhAZmZmZgzZ47Uq0NEMlMolTiWflC28f1/e3+355V1l8KLL76IZcuWYejQoaioqEBCQgIMBgNee+01CIKAwsJC+Pj4wNvbG2q1GgaDAUajEeXl5TCZTAgICAAAREZGwmg0tvv99fX1KCsrs/qqrKyUejWJiADIeBxufn4+TCYTpk2bhnPnzmHSpElISkrCsGHDsGjRImRlZcHV1RUajcayjFarRVVVFaqrq63qGo0GVVVV7cbIyMhAWlqaJOtDRNQV2QL3nXfewfz58wEA3t7eeOONNyyPzZ07F9nZ2QgJCYFCobDURVGEQqGAIAg269eKiYlBRESEVa2yshJRUVF9vTpERF2SJXAvX76MI0eOIDk5GQBw4sQJlJaWIiQkBEBrgKrVauh0OtTU1FiWq6mpgVarbVevra212vfbxt3dHe7u7nZeGyKi7pFlH+6JEycwatQouLq6AmgN2LVr1+KHH35Ac3Mzdu7cialTp8Lf3x8lJSU4e/YszGYz9uzZA71eD09PT7i4uKCgoAAAkJOTA71eL8eqEBF1myxbuOfOnYNOp7NM+/r6YuHChZg9ezZaWloQHByM8PBwAEBycjJiY2PR1NSEoKAghIaGAgBSUlKQmJiIhoYG+Pn5ITo6Wo5VIRrwzGYzVF3cBn7BC2tlHb+/kCVwH3roITz00ENWtaioKJv7VidPnozc3Nx2dV9fX2RlZdmtRyJqpVKpkLp8kWzjP7tus2xj9zWeaUZEJBEGLhGRRBi4REQSYeASEUmEgUtEJBEGLhGRRBi4REQSYeASEUmEgUtEJBEGLhGRRBi4REQS4U3ABgBRMEOhtL64x+2z43q1PBH1PQbuAKBQqvDfTS/0ePk7n3y5D7shoo4wcLvBbBagUlnvfVn55NReLU9Egw8DtxtUKiVi12X3ePnXl8/ow26IqL9i4NKAJ5jNUHZxAesHUlNkHZ8GBwYuDXhKlQp50fNlG/+hv23p9PHu7HKKfT6sL1u67vGpbzBwiWSmUimxdoV8dy9JWDNTtrEHG76sERFJhIFLRCQRBi4RkUQYuEREEmHgEhFJhIFLRCQRBi4RkUQYuEREEpHlxIe5c+eirq4OanXr8KtXr8Y333yDjRs3oqWlBdpfMqoAABONSURBVDExMYiKigIA5OfnY926dWhqasK0adOwbNkyAEBxcTFWrFiBxsZGBAYGYtWqVZbfR0TkiCTfwhVFEaWlpcjJybF86XQ6bNiwATt27EB2djZ27tyJ06dPw2QyISEhAenp6cjLy0NRUREOHToEAIiLi8PKlSuxb98+iKKIzMxMqVeFiOi6SB64Z86cAQA8/vjjePjhh7Ft2zbk5+dj0qRJGDFiBFxdXRESEgKj0YjCwkL4+PjA29sbarUaBoMBRqMR5eXlMJlMCAgIAABERkbCaDRKvSpERNdF8vfg9fX1mDx5Mn7/+9+jubkZ0dHRmDZtGjQajWUerVaLwsJCVFdXt6tXVVW1q2s0GlRVVdkcq76+3qpWWVlph7UiIuqa5IE7fvx4jB8/3jI9c+ZMrFu3DosXL7bURFGEQqGAIAhQKBTdrl8rIyMDaWlpdloTIqLrI3ngHj16FM3NzZg8eTKA1rD09PRETU2NZZ6amhpotVrodLpu1Wtra6HVatuNFRMTg4iICKtaZWWl5QM56htmwQxVF/dE++OsJFnHJ3IEkgfuhQsX8Nprr+Gdd95Bc3Mzdu/ejVdeeQVxcXGoq6vD0KFD8cEHH+APf/gDxo4di5KSEpw9exZeXl7Ys2cPHnnkEXh6esLFxQUFBQWYOHEicnJyoNfr243l7u4Od3d3qVdx0FEpVZi35WnZxv/r/D/JNjbR9ZA8cB944AEcO3YMM2bMgCAImDNnDiZOnIhly5YhOjoazc3NmDlzJu666y4AQHJyMmJjY9HU1ISgoCCEhoYCAFJSUpCYmIiGhgb4+fkhOjpa6lUhIroushy4+swzz+CZZ56xqhkMBhgMhnbzTp48Gbm5ue3qvr6+yMqS76LNRETXi2eaERFJhIFLRCQRBi4RkUQYuEREEuHVXoio3zp9+jROnjyJsye/kq2HG0574bbbbuvWvNzCJSKSCLdwAZjNAlSqzl97Xl8+Q9bxiai92267DbfddhuOlbrK2kN3MXABqFRKzH5+u2zj/309TzUmGgy4WUVEJBFu4fYDotkMharzi7Pc+eTLso5PRF1j4PYDCpUKBesXyDb+xOffkm1sooGEuxSIiCTCLVwi6lDbca6ny6pl7eF6jgRwZNzCJSKSCLdwiahDbce5Hv9Xjqw9DBQMXCIZtb1lLzlXKGMPAQMq1BwZdykQEUmEW7hEMmp7y/7lvy/K2gNJg1u4REQSYeASEUmEgUtEJBEGLhGRRBi4REQSYeASEUmEgUtEJBEGLhGRRBi4REQSkSVw09LSEBYWhrCwMKxfvx4AsHz5cgQHB2P69OmYPn069u/fDwDIz8+HwWBAcHAwNmzYYPkdxcXFiIyMREhICFasWIGWlhY5VoWIqNskD9z8/Hx88skn2L17N7Kzs/HVV19h//79KCoqwrZt25CTk4OcnBxMnToVJpMJCQkJSE9PR15eHoqKinDo0CEAQFxcHFauXIl9+/ZBFEVkZmZKvSpERNdF8sDVaDSIj4+Hs7MznJycMHr0aFRUVKCiogIJCQkwGAx47bXXIAgCCgsL4ePjA29vb6jVahgMBhiNRpSXl8NkMiEgIAAAEBkZCaPR2G6s+vp6lJWVWX1VVlZKvcpERABkuHjNmDFjLD+XlpZi79692L59Ow4fPoykpCQMGzYMixYtQlZWFlxdXaHRaCzza7VaVFVVobq62qqu0WhQVVXVbqyMjAykpaXZd4WIiLpJtquFnTp1CosWLcLzzz+PW2+9FW+88Yblsblz5yI7OxshISFQKBSWuiiKUCgUEATBZv1aMTExiIiIsKpVVlYiKirKDms0OLVdz7W2+FtZe+AVr6g/kCVwCwoKsHTpUiQkJCAsLAwnTpxAaWkpQkJCALQGqFqthk6nQ01NjWW5mpoaaLXadvXa2lpotdp247i7u8Pd3d3+K0RE1A2SB+63336LJUuWYMOGDZg8eTKA1oBdu3YtJk2aBFdXV+zcuRMRERHw9/dHSUkJzp49Cy8vL+zZswePPPIIPD094eLigoKCAkycOBE5OTnQ6/VSrwrhyvVcM6v2ydpDR9q2wL/4rlbCjqzdzi1w+pHkgfv222+jqakJycnJltpjjz2GhQsXYvbs2WhpaUFwcDDCw8MBAMnJyYiNjUVTUxOCgoIQGhoKAEhJSUFiYiIaGhrg5+eH6OhoqVeFiOi6SB64iYmJSExMtPmYrX2rkydPRm5ubru6r68vsrKy+rw/GljatsDxzruy9kAE8EwzIiLJMHCJiCQy6G8i2fahSl35V7L2wLedRAPfoA9cIurfREGA/2/vl3V8hbJ7OwsGfeC2faiy9eB5WXvoSNsW+JkzNR3OY2/DuQVODqw7YVe89bMe//475k7q9fhtuA+XiEgig34L19G1bYEXFO2StQci6j1u4RIRSYSBS0QkEQYuEZFEGLhERBJh4BIRSYSBS0QkEQYuEZFEeBwuEXXKbDbj2XWbZR1fpVLJNn5fYuASycxsFpCwZqas46tUHb/Z7U7YvfVyQo/HX/DC2k4fHyhhCzBwqQ+YBTP+Ov9Pso6vUnb8RymYzXjob1sk7Kj9+MpOQqOzsGvz+vp/9Hj82OfDOn28O+NT32DgovUV/u/r5buTb1dbGKLZjInPvyVhR+3HV3QWGJ2EXZvn3l3V4/H/OCup08e7Gr+zsGvzz2d/d109Xe2B1JRej0+DAwMX3XuFj12X3ePf//ryGb0av7Owa/PfTS9cV09Xu/PJl3s9PhF1jYHbDWaz0GVodrX8YH7bZhbMXW6ldrV8d7aie0owm7vcSu1qeW7FOi5RELq8xGJXy1/PJRg7w8DtBlthuXrT/g7nX/nk1C6X70uiYO5yK7Wr5RV2DDRbYZm89/UO54+fFtvl8n3JVlh+tjbZxpytJiXEd7l8XxLMQpf7YbtaXjmIX/BtheXX2V92OP/oGQFdLt/jXkRRFPvst/UDZWVlmDJlCj766CN4eXn16HeYBQGqTv4Runrc3roKUHsHbFcc/fnraovVEbZoMzYd6PCxmCcflLCT3j8fcjyf1xO4fYlbuD3QFgYXL12G61BnS71tWs6wAGAJ05amS1C7DLXU26blDFvgyvPX2HQRN7i4Wupt03I/f21//M2NjXC64QZLvW1a7rAVBKHTUBUEAUoJn8Nrnw9BMEPZ2VEj1zwu9fMpCmKnoSoKIhRKhV3GHrzvM3rps8KzeCLpXTReugwAEAQRTyS9i/8UnpW5s1b1pcU49qdYtJguAmjdD3XsT7Go/+a4zJ21+ssnf8eSHctx8fIlAIAgCliyYzky8jNl7qzV5+mbsX/xU2i+eOX527/4KXz5Z/mOFmmjVCpRcroKph//77UxXbqM0pJqScPWFqVShW9OH4fp0kWruunSRXzz9YlOw1gKbWFqvtxiVW+btlfYAgzcHvtr9lEAwIKkd2E2CzBdbm6t5xyVsy2Lr99vPTPo2GtLIZrNEJqbAABncuU7Y+hqH59qvcfUb7fHwyyYYfqxv3+e+LecbVlUftba3/4nl0Awm9FiMgEAKj5xjP725hQg9aVcrF2RBUEQYDI1I/WlXOzd5Rj///ZlZSB99TKkLl8EURAgCALSVy/Dvqy/yt0aAODCuToUvfUJzE2tISsKIore+gQXyu17b0PuUuih+TMC8eq2TwAAv1n+d0t93vRAuVqyIpiubF18/sdFlp/NlxrlaKed224chdO1pQCAJzKevVLXjJKnoWv87L5fWMLVOH+BVd0R3OA2BN/Xtf4bJ/9+11X1oR0tIi3Fla3EDSsWX1W239bj9Sj/5DQAoOjtT3DT3aNQdaS0tf6vU/B97B67jduvt3Dff/99PPTQQwgODsb27dslHfveu3ww3M3FqjbCbQjuvctH0j464nm/7VNFO6pLLfZXT9iuT7Fdl1rAwgXXVZfatBkTbdZDZ0yQuBPbQmbG2KwHP2K7LjVP/RjLz21hCwCevxxjY+6+028Dt6qqChs2bMCOHTuQnZ2NnTt34vTp05L2kPJsuNX0K8/2/NCdvqa7OxhQXPPPq1C21h3A8KHuCB13v1Vt2rj7MXyouzwN2fDzl1Z1Oi0n7U3DceuYm6xqt47RQXvTcJk6snbz6LHw0Oisah4aHW4ePVamjqwN8/wJXDxcrWouHq4Y5vkTu47bbwM3Pz8fkyZNwogRI+Dq6oqQkBAYjUareerr61FWVmb1VVlZ2Wc9uLkNwb13egMAJt3lDTe3IX32u/vCnYuTO52W26yJD1tNz7xmWm4jbr4ZqqGtb9FVQ4dixM03y9yRtZlzJl8z3fOD++1hzuL4TqflNiZyQqfT9tBvA7e6uhoajcYyrdVqUVVVZTVPRkYGpkyZYvUVFdW310x4Zq4eix+djKd/o+/T39sXnN08METTeqzxUK03nN08ZO7ImkqpwvJpSwEACQ8ttfsJDj0Rsjkd2gnjEbI5Xe5W2lE7qxEc7g8ACDEEQO3sWB/JOA8divE/bz18bcIvfgXnoQ6yf/lHKmc1fnqnJwDgp3d5QiXB89dvT3zYuHEjmpqa8MwzzwAAMjMzUVRUhNWrV1vmqa+vR319vdVylZWViIqK6tWJD/1N+b9z4PmL6XK30aHzjd/jJzeMkLuNfuvbsvMY6WXft8K9ceb4f3Gr751yt9Gh+rO1cPe5UZKxHOsl8TrodDocPXrlEJiamhpotVqredzd3eHu7jj7BOXiyGELgGHbS44ctgAcOmwBSBa2QD/epfDzn/8cn376Kerq6nDp0iV88MEH0Osd7209EVGbfruFe9NNN2HZsmWIjo5Gc3MzZs6cibvuukvutoiIOtRvAxcADAYDDAaD3G0QEXVLv92lQETU3zBwiYgkwsAlIpIIA5eISCIMXCIiiTBwiYgk0q8PC+sJs9kMAH16ERsioqvpdDqo1e3jddAFbk1NDQD0+UVsiIjadHStln578ZqeMplMKCoqgkajgaoPbl7XdjGc7du3Q6fTdb2AxNhf77C/3hms/XEL90dDhgxBYGDf3wZHp9M59NXH2F/vsL/eYX+t+KEZEZFEGLhERBJh4BIRSUT14osvvih3E/2di4sL7r33Xri4uHQ9swzYX++wv95hf1cMuqMUiIjkwl0KREQSYeASEUlk0B2H21fKysoQGhqK0aNHA2g9oWLChAl47rnncOON0t2UrjPX9tjm0UcfdYgz7Trqb9OmTRg5cqRMXV3R0tKCN998E7m5uVAoFDCbzYiIiMCiRYugUChk7a2srAzR0dE4cOCAVX3s2LE4ceKETF3Z5og9XWvXrl04fPgwkpOT7ToOA7cXtFotcnJyAACiKCI1NRVLly7Fjh07ZO7siqt7dESO3N+qVatQW1uLnTt3wt3dHQ0NDViyZAmGDRvmEC9Y1P9wl0IfUSgUiI2NxalTp3D8+HG526FeqqysRG5uLpKTk+Hu7g4AcHNzw8qVKx3mHQz1P9zC7UPOzs7w8fHBmTNn4OvrK3c7AIDq6mpMnz7dqrZ+/XqMHTtWpo6sXdufwWDAggULZOyoVWFhIUaPHo3hw4db1UePHt1uF4hcbP3bkmNj4PYxhUKBIUOGyN2GhSO/ZQccu7+r99MajUZs3LgRgiDA2dkZ7733noydtbL13DnKCynZxl0Kfejy5csoKSnBbbfdJncr1Evjxo3D119/jYaGBgBAaGgocnJysHHjRpw/f17m7qgvHD16FFVVVQBaP4Ppi6sHdoWB20cEQcDrr78Of39/3HzzzXK3Q730s5/9DA8//DBeeOEF1NfXA2g9auHgwYNQKvlnMxC89957+PDDDwEAJ06cgLe3t93H5C6FXrh6H5ogCLjjjjuQmpoqc1fWbO3nu/vuu5GYmChTR/3Hiy++iC1btiA6OhpmsxmNjY2499578eabb8rdGvWBhQsX4vnnn8e2bdug0+nw6quv2n1MntpLRCQRvjciIpIIA5eISCIMXCIiiTBwiYgkwsAlIpIIA5eoC/Hx8Xj77bflboMGAAYuEZFEeOIDDUpZWVnYsmULlEolfvKTn+Dll1/Gxx9/jK1bt0KpVOLGG2/E73//e9xyyy1Wyx09ehTr16/HpUuX4OTkhGeeeQZ6vR67du1CVlYWLl26BDc3N2zdulWmNSNHxsClQef48eNISUnB7t27MXLkSPz1r3/FvHnzIAgCdu7cCQ8PD+zatQtLlizBP/7xD8ty58+fx9KlS7Fx40b4+/vj1KlT+M1vfoOsrCwAwOnTp3HgwAG4ubnJtWrk4Bi4NOh8+umnuO+++yx3lZg3bx6qq6vh5OQEDw8PAEBkZCTWrFmDsrIyy3KFhYW4+eab4e/vDwAYM2YMJkyYgMOHD0OhUGDs2LEMW+oU9+HSoKNSqawuvWgymXDu3Ll284miiJaWFsu02Wxud2udq+dxdXW1U8c0UDBwadC599578emnn6K6uhoA8M477+DQoUPIy8tDXV0dgNYrSY0YMQI+Pj6W5QICAnDmzBkUFhYCAE6dOoUjR47gnnvukX4lqF/iLgUadMaOHYu4uDjLnSU0Gg3279+PDz/8EDExMRAEAR4eHti8ebPVpRg9PDzwpz/9CX/4wx9gMpmgUCiwbt063HLLLfjiiy/kWh3qR3i1MCIiiXCXAhGRRBi4REQSYeASEUmEgUtEJBEGLhGRRBi4REQSYeASEUmEgUtEJJH/D3n/gfmxwvrVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamonds = pd.read_csv('../dataset/diamonds.csv')\n",
    "sns.catplot(x=\"color\", y=\"price\", kind=\"boxen\",\n",
    "                        data=diamonds.sort_values(\"color\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **Violinplots()（小提琴图）**\n",
    "\n",
    "它结合了箱线图（boxplot）和分布箱线图（boxnplot）中描述的内核密度估计过程："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eebc60e48>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"total_bill\", y=\"day\", hue=\"sex\",\n",
    "            kind=\"violin\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此方法使用内核密度估计来提供值分布的更丰富的描述。此外，小提琴内部还显示了箱线图的四分位与最值位。缺点是，由于小提琴图使用KDE，因此可能需要调整一些其他的参数，增加了一定的复杂性："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eebf9f088>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"total_bill\", y=\"day\", hue=\"sex\",\n",
    "                    kind=\"violin\", bw=.15, cut=0,\n",
    "                    data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当**hue**参数只有两个级别时，也可以“拆分”小提琴，从而更有效地利用空间："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eed765cc8>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\n",
    "                    kind=\"violin\", split=True, data=tips,\n",
    "                    order = ['Thur', 'Fri', 'Sat', 'Sun'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关于小提琴图，官方教程还有涉及到其他参数的用法，如果你是个追求精益求精的人，请自行查阅[seaborn官方文档的API文档](http://seaborn.pydata.org/generated/seaborn.violinplot.html#seaborn.violinplot)。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分类估计图\n",
    "\n",
    "对于其他的应用，您可能不希望显示每个类别内的分布，而是希望显示这些值的集中趋势的估计值。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **barplot()**\n",
    "\n",
    "当每个类别中对应有多个观察值时，barplot会获取每个分类的估计值（默认是均值），它还会使用bootstrapping法来计算估计值周围的置信区间，并使用误差线进行绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eec4fa948>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.975x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "titanic = pd.read_csv('../dataset/titanic.csv')\n",
    "sns.catplot(x=\"sex\", y=\"survived\", hue=\"class\", kind=\"bar\", data=titanic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **countplot()**\n",
    "\n",
    "另一种条形图，您想显示的每个类别中的观测值的个数，而不是为第二个变量计算统计量。这类似于分类变量而非定量变量的直方图。在seaborn中，使用**countplot()**功能很容易做到："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eec5ab8c8>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"deck\", kind=\"count\", data=titanic, palette=\"ch:.25\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "还可以设置更多的参数以改变图形的样式："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eec56f888>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.975x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(y=\"deck\", hue=\"class\", kind=\"count\",\n",
    "            palette=\"pastel\", edgecolor=\".6\",\n",
    "            data=titanic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **pointplot()**\n",
    "\n",
    "**点图**，是一种点估计，是分类变量的不同分类所对应的值的平均值的点估计值。\n",
    "\n",
    "该功能提供了一种可视化相同信息的替代样式。该函数还使用另一轴上的高度对估计值进行编码，但是它不会显示完整的条形图，而是绘制点估计值和置信区间。此外，**pointplot()**连接相同的**hue**参数类别的点。这使您很容易看出主要关系是如何随着色调语义而变化的，因为您的眼睛非常擅长识别坡度的差异："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eec5abd08>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 436.975x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"sex\", y=\"survived\", hue=\"class\", kind=\"point\", data=titanic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "尽管分类功能缺少**style**参数，但我们依然可以通过改变参数使得图形的差异化更大："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x9eec741388>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.85x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"class\", y=\"survived\", hue=\"sex\",\n",
    "            palette={\"male\": \"g\", \"female\": \"m\"},\n",
    "            markers=[\"^\", \"o\"], linestyles=[\"-\", \"--\"],\n",
    "            kind=\"point\", data=titanic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化数据集的分布\n",
    "\n",
    "处理一组数据时，通常要做的第一件事就是了解变量(target variable)的分布方式。本章将简要介绍seaborn中用于检查单变量和双变量分布的一些工具。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(color_codes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  绘制单变量(univariate)分布\n",
    "\n",
    "快速查看seaborn中单变量分布的最便捷的方法是 **distplot()** 函数。默认情况下，这将绘制直方图并拟合一条概率密度曲线(KDE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9eec7c7e08>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(size=100)\n",
    "sns.distplot(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **直方图**\n",
    "\n",
    "您可能已经很熟悉直方图，并且 **matplotlib** 中已经存在一个 **hist** 函数。直方图通过沿数据范围形成 bin，然后绘制条形图以显示落在每个 bin 中的观测次数来表示数据的分布。\n",
    "\n",
    "为了说明这点，我们把上图中的概率密度曲线去掉，并添加刻度，每一次观测就绘制一个小刻度。您可以使用 **rugplot()** 函数绘制地毯图，也可以在 **distplot** 中使用它："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9eec85d708>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x, kde=False, rug=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘制双变量(bivariate)分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化数据集中的成对关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化线性关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘制线性回归模型的函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 拟合不同种类的模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 其他变量的调整"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 控制图形的大小和形状"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 在其他情况下绘制回归图形"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "307.2px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
